{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 图像分割和实例分割\n",
    "\n",
    "计算机视觉领域还有2个语义分割相似的重要问题\n",
    "\n",
    "* 图像分割 ( image segmentation )\n",
    "* 实例分割 ( instance segmentation )\n",
    "\n",
    "## Pascal VOC 2012 语义分割数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import torch\n",
    "import torchvision\n",
    "\n",
    "sys.path.append(\"..\")\n",
    "\n",
    "import d2lzh_pytorch as d2l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading ..\\data\\VOCtrainval_11-May-2012.tar from http://d2l-data.s3-accelerate.amazonaws.com/VOCtrainval_11-May-2012.tar...\n"
     ]
    }
   ],
   "source": [
    "d2l.DATA_HUB['voc2012'] = (d2l.DATA_URL + 'VOCtrainval_11-May-2012.tar',\n",
    "                           '4e443f8a2eca6b1dac8a6c57641b67dd40621a49')\n",
    "\n",
    "voc_dir = d2l.download_extract('voc2012', 'VOCdevkit/VOC2012')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#@save\n",
    "def read_voc_images(voc_dir, is_train=True):\n",
    "    \"\"\"读取所有VOC图像并标注\"\"\"\n",
    "    txt_fname = os.path.join(voc_dir, 'ImageSets', 'Segmentation',\n",
    "                             'train.txt' if is_train else 'val.txt')\n",
    "    mode = torchvision.io.image.ImageReadMode.RGB\n",
    "    with open(txt_fname, 'r') as f:\n",
    "        images = f.read().split()\n",
    "    features, labels = [], []\n",
    "    for i, fname in enumerate(images):\n",
    "        features.append(torchvision.io.read_image(os.path.join(\n",
    "            voc_dir, 'JPEGImages', f'{fname}.jpg')))\n",
    "        labels.append(torchvision.io.read_image(os.path.join(\n",
    "            voc_dir, 'SegmentationClass' ,f'{fname}.png'), mode))\n",
    "    return features, labels\n",
    "\n",
    "train_features, train_labels = read_voc_images(voc_dir, True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1464"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1464"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'..\\\\data\\\\VOCdevkit/VOC2012'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "voc_dir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10\n"
     ]
    },
    {
     "data": {
      "image/png": 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MjtYdfBpSNib1Cd3dtFHqh1obvHMYwX1pWifXF7UkWbC+yiGR8oO75IuGvds3ufzmywJlxuRntZW6ns6ISKYXQ8QYeUyWF2xffZ6fO3+ZF9/8LP/b/8tvPtW2hhAoreb8wHN3PKGe1zTa0LeRUdHjqPZobcmsYoAnugl1W1FND2m1ZjypMOWIVmXoclWMVb5GVDkBRz/L0MWA6Gqs1uQ6YOI+2tZg51jTUuiIjpZqblksFNoYsn7EKC+2PShM1KighRDhNbpWDGxOFgyuabGtp/aOPO+xuX2OQX+Fz33m5zm7fYWy6GGLHIWi12s5e/Ys+weHUpMWk0xd1cwXE8ZHu/T6w3TkJCB72qUAozKUiigLj+8/4jv/9Pflei4hepXu8xQABYUiSPYTvGRNyRackGtA6tViVwQiPSEwRaXRxESy0Vy+foVXX36RGCOPd/f5u7/xH9NUDd47QvAEH5cBqASlAncHHwR+T0hRVxJZ0k+0nGfVEYFShqi0AaWWzlhpxfb1a7z2ypsSNMIJ+ewnrE8d2r8CK0aBxpzv2FkqMZGAIAfOGEuMjoiWomrKbiQ20yiEfNARKkKCozSGgAc0JoLXoEJLZi2j4ZCj3oD5bIzXWhxoSFAmCb9H4UOXLSS4UOnEbEsMPpVIHVF4TlmWUfYHDFdWGaxsMBytMhysUvZ6ZDbDGLs83SHVgkIQ8kqIcqOEECTqCw5r86feWz+fce6juxBaJvOGty6sMr5/zLauKB58yP2336fdv4VaHDDEYS5dwZx7Db1xBd944o138daSaU3HYCQo0OLIrJb98ckxyX6QmIrJyyjJ0iQ40UQfBF9UJhkkuV4dC1ABxpjEcAtLZDMCqt9nfOUcKzfv894/+r9TqgOe+aW/Tm9tE6VsqkkEvK/RRifWWw5ovHMoDT44ULCyvcna+vpT7atSitm84tJwxOG4pjCOqGHVOGqn0N6DAxMXDAcr7LUtShu8UWQ9Q5YV5P0hRq9A8PTzjFZZRgSqoGki1NWEUk0ZZGPQE6ya4YNnPnP4WWR2XBOcwxSR0XpGf1SQo/EhslpuUNoCHzztomU+XdDThqgsykfaNjBd1KyvbzManuW568/zzLUXWRlt4EIU6F/LcymlyGzGZ998k3fefZcYA03dEKKweLU23L97h7X1c1ibJ0jzqY+sGHWriCaidIY2EalVBQIBokFFgZ6XJyMmdqXyECI+tujQ+TDBsyNC9FB4Pl5Dk/8HFVI5VqHR1FWz9ETB11TTKXXdEL0EvSGIgw0xyhk9zU5Nb61DG0Jno5RKtXOE4aoUUsmICHAZCMrKvRQDOiaAg0hLQnR+Ckz+RA5tsLYe189fXEaMSzry8ufux26bVKovnBABFCcPXF7z9Jjljz/mMJz+qx/9909ydmDJn/izf/+j35/8b/ltTFctAjt3P+J4f/+J304IgcVivsxQVILkrLGEIIfV2AwfvOxTMp4oLVBhBGEYeamxhSgsj5CMq1IELb+rQhToQSvKss+5cxdpmpq22UX7QFAarb3U6ULEWo3zCq0ExtDGJOZzJKqO8pwoy8ZgraXsCUW87A0pipIs1c+MMZgswxippWmtl4df2OpxmZ2e/vmTZGgbgwG9F15mb2+XtfVtstkhnz36GtNbb6P9FPqKouijzn2OeniZmwcLdt97xO3b32bl/CrVox1MP8ecPnQhEFMk6YNkpaqLTK1CKQNGpRtUCSyZDJ/zHo3sI1ERleyzOkUUkefuYCOFt0GMRvJ5obQ8GpWcWUw4/OP/jN3v/TMufflvcPWLv0LeHwIao/uE6CVbjG4Ji4YAWlny3JJlRarBPflqnSMETRY8qwUsYkMbWoJX9HNDsBanDFpnTBeO0FYM+j1pHygyykbjoyEzjmAyVtqWZ+ZzXpoeMgqOO4NV3h/1+ajdZefgkOOjCcp4bBEItWJzu2D1nKIsCzCatvLMJgvaxlCOwLWOeeOZTMesZCUaz7xqaNuGpnUEX/DctRd46aXXuPbMy/R6fWxWSMBFF8gFQl1jrAZjeeszb/H3/8H/m6ppab1nXrU0zjFfVJRln+ODXforGyhtyPLsqc+slE+NZP4msbU6CBqVkAtQXYtHCipjjHKWFOiolg6ms1NSnz5pDVo6HLVsmEilhkggJueXalzdY6Pqbs5ljUt+7iD19Jj0KievFTreEl2zwJLDmKB1ac+QNgMVU/Yo1TzaGKkRkOqnlX2fyFKsn7/A/+jv/j0yI8apK/Ibo5ORPPl6+o8YL8k4tFYJ11WYLhNRpL6Ik6hfKyGIqoQPdw5Td9+nn7vvl4eBn/BD/NiXj/0smK5Km9WltvJvKeYQJnzojKwcns4B+RDwMfLf/wtffpLtPPU+FfNZjXMO5xxFlhEBa8UARjKMzVBtI3UXpQgdlhxjytZSNToqoibVd3zqu+oOl5OsTWuBJzWUvYILF6+iiOw9fpiICXKYtDdYrXEugorL66ZMd3jlMEYSoy+z5GWPsuxT9PrkZW/pzJZkEOJJFprgtO7dyaHWJ3FDPGE5Pe06biq+cec2537vH/Li5XXC9BF2ts96qTCrl4kb1zkMJX/4rbf5xjd+l1E5olSa+f5DXlt5mbkpcbmh9S0eJdCj97StS9CJfCaJIZJji2BTJqutwRoFIeBCxChDQCBh7+Wsdb8jfUVCGAkpmvU+EggYJdmAc57YeoIKTOqaIs8p2x12fuc/Zu+bv8/Fr/waF974ErYsUNGgSWST6AXqlVR6CUOd7mV6khVCoG0lq764qnkYMnzTEvMh2k3omR4TV+FdjTIFpQ3E0NDLChb1gqA0vUxjoiafTLhy7y7HB7v8ifacyXMGQbHSH6CKnMlkSog1gzXF2mYfazPGRwsOP1wQQyDLFL2RZXN7wEZ/yHo2pG0d48mE6XTGJMxZLFpyk9EvV3jz5Vd59voLXLh4FW1zit6Q3EoLgKATAdc6vBc4XIeINoYzZ85w6eIFPrh1h7puOBxPGPZ79MqcPDPM51MG69vkRfnU51UOhMLoFNgYyDQJTpRzIkYpBZTJEYCT4DYEotJSC5dLLczXrh0kBpae5RSCEOnqwF3m4YnBS1aFQkVHDN2f7rlIhK7OJnZW89SZWjrC9Lqqq/On8E2degxxSbCKiewWVYSoqSMUJJvzLytDU5CKkkrqOkql7/WyzqO1wgonYFnA1Fp6mcwy8uxom5JIdA5MdVmAAk1MX9PjT+VwH3Nm6s9maKcft4Rq1Me3IZ76mmKN5BgkmtW6Y+CIO1AIwy0EeU8hRkmZ00WIXdb0FMtYw3Q6oW0cjXOURQlBWHBt64hRY41JxqdzACzx9K5JVaWm0xDl8EuWlmpxKFQgRT3pk0fZ+7LMOX/xKtbm7D9+SF0t8N7jkkOM0SdGIskhpmcIiLHVhiyz5EVJXvYpygFl3ifPS2yWpwZxvXRk8qZVF9Qtr2yIcZn9nwSCP+YCP8EaFpovbi04X7+Hf5BxuHAsyosML73GN2/u8kf/2f+Tmx98yO7hMXXdEFzL1voGRWa4dXxM4zxXts5wrhjglReicjo8ofVYK4QdqzU+BozWlJnFZKnvJt3s2li5F5CsTGuF0xEfPRappfkgmZw1hsYFnHdE52m9xyuF0lburdzQaMO37h7x3rTmr3/mDGeGJe7oQx78/X+f3T95mUt/4dc589Ln0JlF6wytbArcxPBo3RmWp1veB+aLOVvrK6z1DDOfcXR0RFNPqdspPduStWAG20ybWtAGD7lVFNoTyHDVMbgJd354m6PxlCoGNs9YwqiHqnOaXk5vdYVV5dk5XrC30zA58gxXDMNVw8UrPUbDPoOsh2scJmoGLmPv0RGH1QSN4tatYwa9Pme3tvmlX/hFnn32BfKswBY9+sORNPsil0oZQRoMCoyhbRqsVmilcW2LUprnnn2WD27exuqMpq6pFnMWsx6j0YDoKwyBzNqfCov9eUsRBXJEYZWWZnoQxCWSgp0obTqpzWVp6DDL72MiVslzIkQk4MQrnnJssLQLy5JDgvvkHzVxmU50iUDXgN1laF3dzC+fLy4dXOpbS/1FUhvuAuJ4ys6m1hellwgHCHQeljnfvyyHpk4clFn+Abt0WIKLGtX9XUTrkDI0Ulb2cWe2/D5FGyZ91aTqUJepccp5/Uhm9qNZGqf+vlt/xpmp7qKkaxGAjoEWI5qTekZITktS4kQnV0GMFQFNxHyss+jJljWG/YMj6qqSyD8Ze2l6bAGd9lIn3Hr5duRGjFEOO6npWumTyEqdyjyjSc4JQpQCbreveZ5z9txFssywt/OQ2eyY4A1GJyo9cmNrpVFa4C+tDUoJzFhkPfIyJytKsqIkz3OszQVmNEYem3qyltnaj8GOdTx9rTqA4ulXPzc8e85y+7jm1n3FRK3hC03v3d/md/70bR4ejBnQcG7rHFVTYY0mUxq0ZjZfSGbuHVmW0csy0JoYWiKaXFvyfonVOp0ZUfLoAjPVqTFE6eMTZEj2zklKJhCrO2muFkcewEtdzjsn1yoqdKL8V/WCSkHQgT96f48/vnXMv/W58/zSC6sMc4vb+QEf/afv8uj6W1z4pX+b7WdfSxBnSJCVS0HeqXrHE64QAgfTMVvtJlFHVnLHvveMj/dQtEwWh5AVBGdolaXX61EWUGSgVU30O0RzxHQcuXNwiA2Rsy++ydbnf4af+/xnWFlZwyt47/33mP7RH3J/d4/V9T4XrhXkPRgVPdbKIbnKpSaJI2rL8aTm4HjOvPZsbazws5+9xmsvv8HW9nm2traXRtlmJworJgUYxmipO3nJiHNrCDHQugbnPCrAZ15/g9/7/T8ghEjdeBaNw2Y5VmcE7/DNlFCIQMJTLyVBY0SSBKu1GH4lJAytQkJiOsi+U2RJCied30iGTsWQxFfEGSiFnLVIciqnXzwFx0rqbaTAXeOFjNY5sKUT7LKoDt4My/v65GzFpb1NPiydvRS1dqznLjFQ6YEkm68cnRZR8CfMyB+3nrg4YVTAJLjQaLV0Ylbp9Pc6ZWedQzudlcUEM8qb7jI2pcQhnmRjyS8rJawb1Anc+CPODH6yQ+s2HGIXE3Tbmy5bilPSDwFF0KmLvnN0KXNbwjQxQPD41i3TdFlduv3kK88t08mEalERfEsIPmVSCXpIWYpkS/JpIC5rUNJcK4daa2F04SMkNZGOQehDg/cB54VhGKJaYt5aCRFhbeOMvNauYnI8QRsxtgEtUIbqMmqT4EeR/7F5RlbklGVOnudoa1LGLtJE6O5wnkSDAjeeulbLPScFD12O/fQuzTnHb/zzXd4/bHjGa679/Jv8ydf+mIf375PlGWfOnaOMLW0rUa8PcgOPCsvBfMy8bpjWo+S0LSrL8M7gnadxDbHWkOUYrQhKenukwCFGIXUJCgstnRVpPpevXZ3CdZ85yt4G5XGto20cUYWkUCJwcawiB23Ft8djysGIWbXg//iHt/idt/v82z9znp99doVVHPXtr3LrP/4u957/Etd++dfZuPJcd2Ph5kdMbn6D9njnqfY1xsh0Mmd//4Czm5sMBz0yO2Y6XxCDg2yAyVbIih79gUWHQ4iPabxDF7BW9MiydW4d1yxsj6vPvcZ//b/73+PVl57lwd5j/vTGDfYe3ePxo3tsrq/ypZ//PEY/JM8jlavxtWNndsAo72HJmc/n+OhQ3mLo8fy1F3jrjddYWdtkdW0DazKqpiEvSvqDPsZkCYnR5Fkm16qtl2QHgLZtqKsKbaSe7WPg7LkLbK6vcnAwxnvHdDrnYP+QLMs4u7WKq45x5Sqtc3/ODv7kpRC2alAOjV5C2SpqsWQxZUvpvCzJYUGC2c7xdVBHRyqSC8cyM5fTKM99kil0sKOCjsu5LMV16NDJ/dhxCDrpM5Wcb5eFnXymDtZE7MESXkxM3k5EJDlTOBUQKkvXe6v46UHYE0OOVqXMTElW0jklo05naPpj0GKXtXVJq07MFq2S91fqlDMTh2fETKctX6p9nYLXPp6hdV//rOmTD+9ci7UZJ0CkfOkqTF3koqPg1Kr71cgy1VVR6id1XePaVlJMEpyZIqCnWdZajHbUTZ0cTis3GQJHBi8ZkjEmkUROshsh3sRlJhCCMOhCEOMclcXkfawy5KmY7EMgOKl/ON/inMO7ZECdo+yvsrZ+nsV8zmxeMZvMsZlO/W8OF9qTficdMDrHWiiyltzmlLkny4M0h+qOEPRjrkwiKnTOLXTAQ9pGTSR8gvoZSNC0WuScefE52ocPOTqaQPDYIkNFRbuY0ERF6wO4gMdRlIUwBV2gbhr2j6e0zmGzjCxK8zlG+vZ82+KNRVmLQS3lx6L36CBKCGIPpG4mxlIvgRPNaa29QIZIYjXO0batfAaEfGKMQFAazbxucAF0rtkaDdhYH5CHhv/973zI715e5b/6hQu8frFP3zeM3/t93n736wze/AqXvvAXiI9/yOF7X+Xb795h5+Dp+tAA6qZmuqhYcw39YNlcW+Xm7hpag81zdJ5h7B74xxR9IQ2VNqPQJQaDqxW7u4GV7UucvfYy7374Id9997tMxsfkxnBmY43yyjOEao/Y7GNCwbyqiVWkmcN4WhEGnl5eMKsajC5585W3uHT+KqP1DaHxa2EdRjSD/oC8LJfGXWmDVoa6XgAiHNC2bcpmReOzaVrKski9g1CUJc9ef4bD4+8Tg7RXVK3jaHzM4/0DLl04h2orsqL/9Ie2y/LRoOQ+ksoeKRtSp1KwU/AhpNrZSS2sq5WqDpZKK6b/dwiN/HTaWQlzEZ/ONKCiQiymOwk4VQczpswwecwuMI2KpeiD6qDFRBDRSeVGEZeBcmd3lepsW/d78ru9sk+W/WTW8xNmaBGlhIC5zNKImPT33UXQCMvGRGFvGaUwUTyupK9JCoiT2piOHQG9Q03F4ZGcWQc8nTi17ndPUt/T6+OxP8LuS9FyTEaz+xpi9zqnIMbl3yfzk5g9OnoKo7AqwwVP07YC+S2ziSdf1lq2tlZo6sWy2F6cqqP5jhhiLE0ycid3ZbougiHR0egj0DjPaHWD1dVtqXt1MkzLSOhUKLCsr5w0NTsf8a7FO5ecXUvbOlzb0jQVddPStBVtXVMtJiwmD4EJRosygbE90H20MieH9RTxp8vQlu9CneDp3dX+pOMgFJGRaumvjDjaecitb31PIFad4ZO2ZfSB1ju8l4bnrdVR0tSM2K4YrDTaiI4jXoyzjuBioGmaVEvUwmYklSnwcv1CWMKQUQU0wnD0qTapFbTeYTA0Kf92TSOwEIGgdQoSNWiBuX0EbY04RWOptedXX7jAm5fm/N67O/yv/smHfOX5Df7NN1a4ODKUVcvkO7/FN772ewxXDF+9fczfe3uPWdU+9d7WdcN4OuX4uEe/LLi4vcmHu0dM2hqdzyjyCb3SUdoMY3KIsGhqnF6gYqReWMaThq2t8zzevU+Ih1y+eIWf/ZkvsrG2wu7jB3zwztfQs1vgHTrvkSFKNqM1Sz8vebw/RvcVb7zyRZ5/9iWBKr2UDbzzRONYXV3F5hkdUpXnOUopnPPL9hAhXMj5b9oGq0XEuT/sJbhXCbRpLC+/9DLf/M73CTHS+sDxbMH66oh+b8h0Ose7HVbPP/uJzq2UvyWI0UraLlRMWU9UouWKsJyFZXwCA5KUZzoW5MfRo2SnTsOBJKTmY4BIhwZ5oo8J1Qyo0NHmIycCxpx6bRLUcsqxqlPfR5Y1eE79qgqdhFv6q6iWaUyH1Oh/Afv6xJCjii417MUlnhpDQJhx0lcjJUC1LAXq5JKSdm1qKoWuzqNJ0GNM5BBOHJRa+gphfSXtzI9FFh2suDSMaTNjwodVDMS2PqFLdo/sIovEXOsOtPNeRFe1Rhnp7wgx4rxkMkpr6UvyARWleF+37U/Fdn/a0lqxujGiWszxSStOJSUAYbq1EEuUdqfzy+V3KThKxJoTBmHHPIpK5ENVDCcNvSrdGImQg9aiQJBSft0x4k49H1qfumfSngXPdHzMd779VarFiOPDGYMYKEotxBot9TOdCqbLvPKUQ+uuiPjmkxaPQMLZP8FSSlHGKbs//D73737EoOyBsvjocN7hQsC1PsG8QnAalDnHTQ0JVh+UJTFGatcQogEv8I8IPnuMEmg9KMmMOzftiSgn5zQvS6pFjbDVnAgVh4gL6VrHiItOyCI+UFfVkiRTZjkxNoiLDTStJ8uyVMvVKK1pFdydNfzstTO8/OqL/LPbFb/37Xf4L27c5G++usZfe2WVjaFn6AvGVc5LKzm/cDbnvfeeLggzSuG9ZzyZMuz3WV0MiPt7nNs0hPoRZQG50mhKCfyaCq00A51RUNK0LSFkeDdjZ/ceW9vn+cWf+8u88tJrjIY9Hj26x9tf+23KMKPIe3gdOJgcEZ004bvo8I3h2Wsv8Lm3PsuFy9epFzV1XVHkJYpAXvSkn89KAGGMsE47Apecd9l775ql/mJmLCCK9tYYYTOTav7W8urrbzL8zX/MdLog+MB8XjGbV0v1kDPblhiePlDoEAs6JqppkTu4s7mdP+qaloV9C5L9nFDZOkUOIGiWTdZdEpBs4RKR6pxPsrcCaXJiRzoHljRkRb7u5O87xCV+7JMk/6YSOaWj5asOjelSGskyg5I2FxUTtJoytCTst3zOn7SezKHFCN6lD911a0gK7NpANJYouioSmaY03liLtSZhipLDKZ0cnE4ODYG0pNeCpTeHzrd3zb2nNp+UjiYoMKIgBBovDcgGgdBUjFS1Y0APgqcJopRBcLiYGDQpkzc6XXgEx9ZBUv4YIrFt8XWFBzJrOToepz6pjOOj8Un29KQrwtbZMxzsTPAucXiSMdNKQXSgLFq7JVbd7UtKJjl9SJeFWqXSdYL9/T12H+8x6Pcoi4KsKMgyS5blZIm8Ia0VSb1chVT36tiJOimUyDVY0r4TUcW3Hm0yvJfIN7M26bcZYbIur+MpB9kFMnTXWeqBKkbhuMSkqPHJfBqL+YzDBxOGRZ+oNIvFgqaRRnaTPlvXitIvckprOQoOpQJRy+QB51poFMrKrefbhqaqqb3DGk2klxpMPQqDJ+n5xQTkzBbSkBpP+gCttamWL8ZLa0XrI671TOcLWufIraE2DZnNyAufJIY6Nf8UmCjBND48qHl9u+L6MwP+1uWLXNha4Xe+d4u/+71b/O6NY/72Z9b4pedGbBYZG4MBL184w//3Ox891Z4OtUWj8KkPq3WekelzdXWL+ugRdVOJsoqCHgXBBHJtGdg+lXM0WY0Nwoh2KSD+2jd+wMNH+3zpC2/y3NVL/DMbuHfvIXmmGB8sMGR45VAWrly6xBc++/Ocv3CNfm8ofZytYzBcIQSpZfYGfbzzVIsaozR5keMTVK61oq3rBAGLc9ZagsB+f4D3nqau0ZmYyLLo0R8MMNZy9txFzp09x43xTWLwOBeoWlHMmE5n9MqM1XrxCU6slGRMtFhl0SonYCA2UjPrjgzhJOBTiWCU7s2YoMiEfy0dyim2SHImdHhk+uuEgSmf7I5aOja6fybSCQKcXhGVkonTD40n3y8TDwmmO7hRKSUqId3vdVDmKa6A2ImuL+4nrydyaFpFSu2IMWBiJFMsC5GZMWSZRD0hOKKXN9b4gPGG4EUeKIZIv8wxWZYiH43NRZA3IB9EwwmmmhzNMrOKnEBlKSqIwRF8y7xx1C7iOnUNrWialtp75rM5q0GYSz5EiRCXRUwxmjZtodYamxlhaqooWnk+QPQifkok+Ia2bZnOFygih4eT5c3ypCtGOLO9zeMHh9RNRdfbZlRy5Nqnm1Rg2yWhsstmU2Sk1TJ3Tan+SQZ25+49/sE//CcUheihKS3SONZaiqKgKArKIqcsCwa9Pv1Bn36/T3/Qo9cbyPe9HkVZUBQlZVkmwocQL5SC6D390Yh+XwsxJLNEnZiOtmM6miUsStfHFTsiblcsTreh6iCNT+bR7swUWItXivmiwrlWSEnaYDMr8FPbUDUt/dLivKdNdHnRnNTM65qeyGwQFDRtS1O3TOZzyiInNxkuSi2sbuY83n/M7uN9xpMxdetQUZxQfzAkeE9WCHlmbbTCcDDAWsug3yezRiDQ1jGva2qlKcucNrglctA0jllVobJcYMsQCNZw7OC9vTmruwdsnVP84vMlz595kT++dYl/+u0b/If//CG/9d6Y/8Zb63z+GUW/yOnlT7e3pVIUVpp+nXNUdYsPilgHBnFIZuXeLLOCwpQsqgW9rMfC1exND9EqkBMZlJqDSSuZzmyKqxvW1zZYX1mhruDxzoTz25ucO7OFMTlBRZ69/gxvvPYGW2cuMJ3OOTo6Is8sRVlK32YIBJfKCNqQ5RbNiQi0AtpW7qmu0d1aEdBtG6ldxpjkwpCjWtUVVVNT5jnD0YjXXn2VG+99gI/IWakr9g8P6eUBW17m/OVPADkqhVEiZYcmtV3ErjJwgkcF/SNOo6uCdTlaAunCCZLTOajlo1VXzOkC4GR3VU6MhhAS9BhPyBqSoaWguXvLp5yZZJek27lzVCctOSe1MaQpvBNm0Gr5fuT+t2gySCxU/ee6syd0aDEKZTgETZ5ZvJWql9UaMouKFqyM2DBGMH9rVRo1opKopsJET2hTiqxE6Lbbz7AkCUgfWsoJlvR+lEJH2byopPbW0XAKEyDBYG3Q1KmGp0ME72nqirZOlzIGXGL5RaRY72OQwqeSzERrRZ5pdJR5Yo2TGyCmlHg2q5jXDUUunvzP2+yftEIIbKyuow3UdSXin16ICzGRAdrWkVkwxi5ZcpC4REqINCoRDE6rUXd7FmIQ421Nyuq00MLbQOsbZos2Zd4drJjghoSVdwQfoxRlv+S/89/+b7G5vkYAWl8nKKwlK0Zoq9BZQZYXBJUlcogENMtetGVPHSc30tJ5CQU+RPWxz/I0K0Y4rAJES+sdwTkyLYzcRntxbijaRM9eKTLmzlElokwEWu+pW4fRDd4YXAzUdc1svmC2qIBIlZdUTcODRw+5dfejBBMrxpMxKsLK2irrayusrqxSlD32Dg5omppqPktBYGQxn5FnhVCzjaFpG4F2g6PIcsiFfr1oGhFazgraZkbjA1YptDXcPHac/egxd3YnXDy3yvkzK/zNV/u8svka/8WN8/zpux/yP//tx3zlxYZ/5wvn/wWqEj9+TYyjtwqH+w2RyGQ2pShyMj2iZwY8GN+lZ3N6pofWGUY5xrMpTdsw0Dnj2ZRRaXj2wpDx+0dLmnxVVcwmM47GJY8eHTEarfL6q6+xvXWBzTPbS1KAc4GDvT2IkeBbvBYyWp4Xy34ylVjBwQc8ki07F7DGEGOgdZ4sMyLFhswzy3JL0whRylpxhDFGbJ5htGRyddPw0ksvYcxvLuucURlWNjb53C/+CpevvYC2T68U0mVASzKFTsSLIG03shKNPcF9CmEXLiH9DgZM9dsTRZ64tLVdfe0k+RLCkjSvds5RHiMQZJDHL7XYYiKhdIFncmjJcXYtBUvWYpeUpITkJLtMbVIxNYsDKhoi/pRjMwmn++lqjk/k0OSmEyzcN3oJU1lj8c4QbUY0Ai16I7CjArwR5fEYpHDeOhm/0dHRbcK1uw99clkEGmgqiYxiDDw+nonWWt1iy5zVQYnVy0xY5IVCxAfw8QRDrpoarBzekDK7EH2qX3ZEiCS0iSLOJmAts0TOWD4mJIWQ4KgaR1PVuNaxWNRLEsmTLu9lsnC/n1NXVVIMaSWbSsGBdy0RUTNw6lRzdYKVu5lbHcbdHfCOERV9lEPiRUMwxqTFplIDZTow2qjlc4HC6q4oG5IklzgrazNQokYSnDSd9voDqqamWkT2jzznzm5RlOWpTDFFg9JNv4RPu7ppl4krVILinr5ZvVshQl5YYpWCGyW10GndEHFEDJk2tM5hgOGgz+7RGJdYh6BYNC3T6QzvpB/NtZ7JfM54PhOW72DAw/3H/PC9d5mNJ4TUYL2xts7KygqhbSh7PdbX1tjaPsv777/PjQ/eBxT9fo9Bvw+kmicnpJgsz1gdrdIfjOj3AiHmxACubeTsaoVzjkbnKDQthod15LCNDFXL9955wPDBEa9cP8NzG5Fzb/V55fzr/NYPH/OnDx/y9b93k+PJ09HLTWG5fO0Mx+Nd5osFh+Njer0+w35OTkHuBrRuwSRMuT9/TGgdRkFsoNcrKWPBZFwzGy8Y5pHx4R5lr89svuBr3/g2Z/7Sl9nc2maQb3L58jP0hxuURYn3nsl4n+ADeW4wNpfGdpth8oyoSAofERVC0tu0YlSVIsuQafDaYrMgI186gd3kGKy19Ad9qkUlNfQoc+dC8OR5j4ODI27eeUQboMhzXnnlZb74xS/y2Tc/Q3+4QlU36Prpa2iABO5aAzYpX2mgRRGWcwK7bIwUxKol0tGdo5TOhdSw3DVZq2U1h2Xf1xLRSd8m/q2KIqX3Z+7ERPxQKk2ISK+tl47stBVP93SC1QXSjAlGlN5NCUBOMrAQPSaeBMC5EWfl409PG57IoR0fT/id3/kD1lbXKIucja1tirKAGCgyzZntbbI8QyuVJsRK/SUzCmOliH7r1gOKskArxaP9MbXz5GVG9OKEOgJMlxnrROH3TiCX+aLmzOwxA2XZ3zjHlz7zPIN+IXU4rUBbDGmkRwoqQlf7S5OdhQcScE4wYhHBDbiqZj6Z4PKSg719Ns9sYeYVVd3gI0xmc46PjllUc6mfNC2zyYSIZl5VjMdPR4F2rSMGzfr6GtNxRds0S/hSgh1N8DWR3lLB5BTuyMnx7PZOfexgy7eJESr0J0KU6dMRyWCDlsJr9Ejaq2LSyk2KKZ0zUkpUS5YtCxrvO/aovJXWtTx4cIzWAza3c8re6KQW1ymGpOfqvhJPSE7xBP1giU085WoC3D2c4pXIEdkiJ9Q1LgrM1c80uTWsDIbLHfOuZpBpMCUz53Fty3g6k8GD1sh1X0iNpD8cMKvnvPvuu1y6fJ7Rc89y794jrNGsra5Q5AW95LC8b7h37x43P7pDXUlG3DYt4+MJIXT07EhICAQKHugHrK6ucObsBc5ubaKUom1bXDJOTesZlEgrRetZxMDdieWFNY2JnvH+Mb+zM+G5q+u8fGmdL5ybc7W/yo29If/0Oze4effpGoB9CEyqY4pSg8+YzysWiwWzecbGap++3+DtO+9g7RgVNG3tsBissjR+Rl17tFHE1jOfOFQRefTgHjrrAZG3Xn+ZX/oLf5H7H77DYtHiwzGL6TFlUZBbi85zjJUeJdE9NCnjEoQht1mCs6JA4uncRSLWCqHG+4BfVFLvzTIRDkgQats6iqKQc5jUOj66d8DXf/ANvv/DD4jtlF/91b/MFz//Wc6fOyeTqsu+1FqV6lC+p1rJ5KNUxNokTRTblKWJ1JzEmCoF7OK8Y1eeCR0KFVM21Tkc2Y8um1rKYMHSqcXkpEQTNmCjBAhSDg6J+BaXf073hMUoDNwTl5Pq7Z0VWmaK3T3dWacgYg2QmJwkJRuNjgEbPdPFGBfmNC6I+PNPWE/k0Jq65sMbNzHKgAqM1rfoDfrU8zmKwIVLl3n+xecYrQ7Js3wJNVljyIwG3/K9924RoyIzMDk6xoWAzbOEq2q0kn6P4XCdRbUg1AuKPKP1cii9DyyaGZdG6xwcHrE3nkNWoKLDakV1PObg8IDhcESv10+ZSsTVNa3tmHuieC46iVDXLd975z3uP9rh8f4BaytDLl26SJMVLKZjtFKM1ta493CP+Xif1dEwZYzg+wMWdQvGPrXQq/eOum7ZWF9nfHCPummWdOKONBGRYZsdk5HYsYWWCCFLhhInOPWyR0TJARYYo+u+UycwZUzSMh5pAtYKFRRRS8PxCcX/RHewO8zOe5HnSe+5bT0Hh3NW1xcU5VhGyZT95TlWkOZ+hSWzsCurgTjkEAPdoMFPsg7rwGrIiKGV2U0+EpxnpehT9HoYZVi0jqZpQQkF/9KZLYosZ1HVPDw4IstzIpLZKa3plyW9XolVmsJqbu8/YG2Y80ym2JhN2Nra5qGOzBYLfARjNP2yj4tw66PbTMYTGRDKSbuL0oroUrQchbQUo0xZrvcOmM7mGK1YWVkhhkhpMw4JxKahKNbpZRZFoHGBnYXn2sBJu0xmya3i2+/t882PxvzKq9uc38hYKx1Xiou8f3f3qfZ1Pmv4wTcfYE2PQW9I27YcHR+zOuzhfGRYDIn1Jgf7RwTnCDhcvUApjUmTin1IFG6lyLQjxpq2gUcPd/jeD97hK59/nenOXcoiw1pFvz8ApSnyXHo3jUUbDcosx/RIj6DUZowxBO8layDJ9RlL4xyGpDVrRdndaC3jf5SR+q/W4GWU+/feu8fXvvsuH93b4YXrl/j1v/7LPHflHINBT5jQyUZ36IJMSviEDSdRqHIKsZ8y8NIvAfmYsq6QAh+lEryIPuU4UnB7+mdOsb9PvccOlen0dHX6b9X2CW1A051XxceZx3FpY8RHnUCKdK+YiF0xEaLkQ6R7vgu+laBEkZjqhRKAGAVrGLKsR55naOt+qp19shpaiITWg1UELLv37tIfjbBGY6zh9s2bjA8P2NoYCAsrRsp+P0F0LWVWUFWBybyWD6AMJiuEWWdsmkqiWe/3ODta4f2H9wk2k7ETXoxv0IHDfIUV06P2ng8eH/Ow1VSTCXpyQFMveHD/AYu65vy5s2xubkljso9om+ERHbq8LBmNBrSN4+atu3z9299msVigjCb4bZ5/8Tlms7kYF98QkUM/GPQZraxIUdQsCMrgqLGBU0b/yVYkMp/NGK2sEvU96qpOGaQnz4XNppWTfhCbjJ8/gRu6iEhABp1ipyBO71Sk2PXuL9tElivVs2IkdFI4PhmbGBERSHncsrH91KHyXqKrZf+Pd0Dg4PCAS1dfQpkRAU0I0NYLQmzolz1ilLpFCIHRaLR0eB39t0NMPolLa1P/TNO0aCPG0JQWnWq903pBs6gIIbJaFpRlyUvPPcewLNjZP+TR8ZTWtbxw7Spbm5tsrK1R5BmByHy24Fvf/CrvfO9dyjLH6pJhVvDX2gVXV0b8xkfvsWhrNtfXyLOSo+MjHj3cxbWikbm+sUavyKnalqZuaFPPn6i7dHGtQgXPbDrnvffe5/Of+xlW10Y83H1MiIq1XEabPHPlCrk2HM1nzI4PCBoypZh6w55ZZXH5LA/2jvjf/dE9fvHagC+/uMn1ZwaM+k83mid4qBqLtYpeD6JrmMymPNx9TL9XooLjwvltbtwxKN2gQ02m2g4gIOIxySkVynH9ygXOnT/PH33nA+pqwXvv3+Sv/1d+medf/yyTvfvS1J6ErmMUVZsYwNocpZOGqQ80bQNKUfZKlFFkJiMEmbMlxlJTZjlKa6qqwruWzGZLZ+RaR1GW7OyN+cEH9/jBB7eZTud8/rVn+Dd+5YtcPH8OBTT1Qmr8wZPnRSpZiMGXdpZPCjlGVOwYmZYum+kcStQqKdLENFUjqYTEDq9JqiLhlLP5WHbG0qEAy/ee/pUIuAgP54dsFSsyxmhpM07qZqdrZyfvvcv6urpZIt4lO9PBjCpBjZ1tkZxGc1raxBvLTlvzmlKnqn0/Of19Ytq+IRCaGnwtRIbC0i5maVLpgp2jAx68MwXXkJc9otXYsocxlovnz/Jg5kBr1oYjrj3zHGfPnUVFML2+pLXtDFsMOLp/i6KaUBpFGYyMGncN40pxaXuLsyt92v09fvjdd8msjI4wzZhMaVzryAd9Hj/a487dBxxPJqxbQ6E1vfV1Fg4q7ziztUnTNOztH/Pozl1823DmyhX2Dg75J7/9n/PKq6+ysb5Bhk81P4Fa2hCWUbSPcq4+SSahtWFR1axtDCjKjLqu8M7jnYc8BwI21UuMVVij5T3QHaikmN05o0S6kKJ4WLI5l0BBjElyTaU+vw6U76BM+X2WeL1KN3w6UqfqXwDBOdqmpU5U+KZp2Tp7jTc+83kGw1WIihAc4/EBh3uPWFntsbqyglKKgoKD/X1SeL08qp0ji8ufnm6JQKtiMBgJLOVbFk2DDQarLaGV5vgIqKzP5YuXeOtzP4vNLPrDD6m/832Ugum8Ym3kmM9nTMaeaVWzd3DAN965Sds6BmXJcGUVtOEfHBzxP/BDXlMZv3+0x3wyY2t7m51Hu7SNRJjnL5zl/IVzTMdj3GyCsQW2NownKXuLnV0QpxaB+XzGD995l5defEmIVMCZYUYd4fU3PkOZWe49eMAHH7SMlWdsV9k1JUeLmmzekg+GOHWFf7Y/5/t/eI+/+vK6qGI8zdIG21/H5n0hZBBpk9JM3dQU1nJ1e5U7e47pZCpZVCaRd4yKTAd6ecHqoOTC1pAz2+usra7yM68E/uQHd3jw8CF37j3khesv0cyOKXIZRYNSiR0tLRQ+ymtrFNFoClum6x5pmkqIHlmBj34pCtDvD+j1Con4jSWk2r53kUf7Y77xw+/y/Ru30Bp+/q0XefOlZ9hcXwVkarvzHueD6LeqJGGGXK8QEvLzlIzn5bmNGq+FLGF0QlFCSJKzsYv80DHR9RHdyVNVhVN2/8RpyVeWX2PX36tO4MauLyzghIvgXFIoCqdKNqehxj/7/tPbW8K8IPW1k3RW3nOXoUXEKROS04sdkaQbQhoA++fyFJ7QoTl8/Uh6yZRlPj1EzxTGGoxJyuq5Qg9GQpYzEI0YVqWhbQ8xOKzKGeQ98jDj4Qc/YHNjg9vfucuo7HM426fVgPco37BSFhTFiCtbz5KpjNWzW5zd7rEyyDh/5y6zP/4Gh3tHEDR5WHA4m7NxbpvRyGKNZqiHGBXIDJRFgbcZeQaFyqnqOpE9PMNhHxULjFKMZ3O0sbjGUS8q2ugYOUdIY0OaRgrprnE4JwfcfyyCebKltaZtWmKA4bDPfFrjXIPzLYoe3Yy0tqnJC8loFe5UvHJSeO060btBk13BttN9PBERCyc3RufDBHxJTKP48c8jtohIxFizJJMooGlqZrMJVV2xsrbFK29+ifX1s+JEQ6Sp5hzsPmA2HxO84/Gjxxzs7mOs4Znrz7O6skJmTZqKkVxYglCfVjx3ubfGUPb6NG2Da1u8F6MWlGYeK5kZ1jn4ELhw5hzPPPscZ86eR/WGZP/4txhPZxyMj7FaM5j18TFyeHTEhx/dYjGfMupJA++NWzcZ9Pvs7R3wH6xO+JsXLvKN/V0OXbuULdNGc+bMFq+89CK+dbiqRk2nzOcVdVUnKAm6Ar1O1zGm/d4/PODx3g6jXs6w12dUHVN7x0uvvcHqyoiVD97n8OiYG1NPGy2D0YhCTVKgUQsNPO/RjJ7h//bOHgfTpxTRVRrb38TYHl55srYhhpbpvGJ375Drl88xsIqzKyWNA9cu0EaTW0svi1y7dI6t1QHrK0MyA2fObJPZjDNnL3Dr0YTpYsHj3V1eefklNs6cp16MIUKdFFRG/QEeuXdDCEQtiiwQEzs0YrWVeWlKMRkvsNYwGA6J3jOfL9hcX8VFRd00vHv7EX/49be582CPZy5u8e/+jS+ztjqgV/bEUXm/rF/XlSBMzrcUhQSgCnDBn4gIfMLVCRCLtKBNpQHJ+k4cVhraiVr200lZAZaebfk4sREnqkg/rvae6mRJcEH0XpMsbDjRZCI1eZ+Mi+mcVFrJXp383GVq/MjrLl2ZvMeQam4KhE2Z2J5GGKyFziiU9Mn+pPVkDk2JlqOPkaBEeiVqSR9daKlbj1ZWtP3yAhsNOoQ0akYzbiNWGxSRg6NHHBw9lIm6dxQuIDeJEXxdxYhSHqsbXg/Pw9f2qCYLHq89wv/CC9SXS27efsTuzgHff+8DLl85h1+PUGSMw5TpwVRYdVHjopORHW1OXgSKvC/0aDQ+CuPNZJbV9S0Oj6a4tkWHgLI59z56gA8LNs9dwAUvAqd1BSjqtqV1Eq35TyJGqqS5u249aysrHB/t0LYNIbbLseaoiA81IZSC0SfW6I+4s6Uz65TxY/DLkSQk6ZpUK5fDq0CnaEgyPE8CZ6S+E6WBXg6wPC7TXd++OJzxZMKijTz/6s9w9crzGCvz3IJ3HD1+zN7jh/hW6O3aGM6eO0O/V/Kdb3+f556/xqDXw5iI0layuXjiiIVw8vQrhMhiUVO7WuqEzuPTzdjVqTp6M0ozqSo+uHWTg8MjHt2/T7/XZ3fvkP39Q85ubtErCvaODrhz9y4PHz5ke3ODn3ntDcrBgJu3bnHn3kf0ByWPVeD3mxlr/T5HkwkxypidlZUhX/zcZxn0+zRNi4+eg8mx7E2qJ/oOckmFevj4XLjdRw8oz25y9uIzDPcOeDxvmS8W9HolKrOU/R7TgwNW1lbY2tqizPM02kU0OCMy3JXNbRr1dPRypS22WGM06rG1NuTw3oJ2cUTdNMyrinnV0GjPc+f6HNZQN4ZBLyfXLT/32Ve5fuUiKkYyK2y+zGbLNp1nr5znG29/xPF4wmw+pxxtMZ8eo4EiL4hAG6Te2U0wzrKMoijQ2jIYDqU6rEWyLATPmaKH1rB/cMjG6ogQFYvG8Z337vPH3/g+49mC56+e49/7t/4CZzdXGQ361HUrs+2s3G/OyXw0RaB1gcGgj1LgUoaW2Uzq3NrIUNBPsDptU6802mQJsjDyJd2nqBNl22XPZky0ezhJkzg5SiddXj/yeumh+hQFMsQuYPC42PIxtZC0ulreElnpgmnU0s50AbQ8nmSjEk1/eZ7Su1pmiel3dUaIFk0O2MSQ/pfk0IpyyNmLrzObHKNVJMsMmc3TQO8OpmIJS2kF1ghzaLS2ST7oJ8MhVH+VxrXENKqgbVtU9MkYy/37/PYFdr71GD2umdYVbn7E+G2Yq4u8c+MW/Y01nn/pBXr9PiurQ4w2aNttqHzwvFfKhdRmiUP71oE2KFVwaDI0EeNbgc/qCmMM3rc411K1lRzaGKkWlbx3NIu6paoa6qaRWVpPKX1VVQsePXzAysqA4WBIjA/wzlPm5bJKJizFwP7eLhsbo4QIJkdDXPbPdQ6uYxQuZ2xZiS6Fqp9EjqXRjJNfDSfNziHdC6fGOHQ/GyOkEnE6ivXtizz7ymcpe0N5TIgsZhMe3vuI6fRQaNEpeTRaEaLn9q3bGKs4PDpkPptSdsNAM4s1GdoYjM7EOZunNw4K8NGLGkU3wTlEfFRphI5KRl7YcLv7h9y995DdR495+HiH/cNDjNF88c1X2d7a4Afv3ODt995jNFrh6sWLbG1u8vhgn22jWV1Z5fr159jfP2RlOGAOuEGfvmulL9MoLl68kK5xoLA5Vy5cInp4v26YxhnaiWhBV2iPiDMLSuo/SikWVUNWDrlz9y4Xix7eRG68/z4rwwHHR0fMqwXVosZmU3Z3kOAFmXtnVI/JbMp0OqVq6qdm4yllWFnp89bL1xkNe9zSNfc+fJu2rZnPFxweHrIy7HFmc8hLV3oMV1e5eHaL0hr6ucG3dWrmL7B5TvCBopR2kDdeeZFvvH2XBw8fsr//mK31NbIsp20qfOtQSqONZjAcLAcNuxT4RKkLYLMMk+dkWU6IgflshtGKvCg5GM/50+/f5L3bD/A+8LlXr/GZl6+zub5KCHGpxpIXZaqTCWtaoaQcQGQwGODalqIsGQx6tG29VH5p24bZpH7qMwtIjcxL3UlrkjCwsBzFHenUI5pAFqkliJNITj6eKoWc0PNPUBC5jid1s2XDc6rFEbuauCZ6lZyl3DOnHduJ5FXqhe2YkilTlJcwdCQwKV4EmaqdkCEBi1I9LaYaG8I8rWZz/uFv/SOOjw/QKrC3/5OJTE/k0Aye+d59qkbRWxkSTY/ZYpFUJ4LIl6SU0WiRwepGmcSjI8xshtEGk2UUZYGxBXnRJyuL5eERzT8ZYW6DxzSe74aGrBcZ06K05WXTMhiPWTU5PluhfP4yOssoy0KkqyAdwG44ZUdUSKKv0eOqltaJGPBsOksjUApinOKqGl0WIudkDdqLuogPcHw0pq5rlLY0dUvbeppGRrs/rZZjWZbEEJmMJ6ytn+XKlUtcuXyFs+c3OToc0zaC9xnTcvPW+7j2GmfOrAP+JFpajl8gRXMSKYXUqpDlmdTTQjckQJyRSgoKS1X8U4e5KyzLEo8k89DUEkf3PnD56vNkRV8ahCM8uneb+3dv4tu6c7dJ8DkSnOPGDz+iqiteePEZJGuzqcYXE2XaL6NElQrvT71SQOq8R0dpUfDp+TrIVRtN9MLybFrHwf4+/bJgNp0RvGdzZcB8seD3/tlXiTHSerBa0wbRMtzYXOfm7Tt88OEtQvBsbW6ytbVB9IFr165xtq6ZzabEGFlfXRUD5KUe0stKrl29TFXP+ej+feqqShBoGtSakjWDBAOk/LmNCrzjYRjg8ew+2mHa61FVNXXtiL6laRqqWiY3hBg5Hk/Ic+l1HK2sksdOaPbJV2YNv/T517h68RzOeSaTMTv3b1LXC0EuvMLaHpNZxYsXzrG6dY4iz8gyK/eoitR1K7qUuWIwGKKtqNyvrwxQChbzBdV8jtrYQGmDzTJ6WS46lkGMbdM2LCqfoFkxtK5tyYucgYYyF2m3WZzzww/u89tf/S7TecWZjSG/+nNvcP3yGQZlmYJbYeR1vVJdmiwjsCzeBHpGJdQgkhlDvVhQIQQR7zx1U7MyGpHnT99YLbGmYtm4c3qIpOocFamGdgLciapSpFPeEBa0ZGynHdDJkF1O1WrltWI8EWsIqfbtvMeFdvkcJwM948fOT/e8p+HFuEzTJJE5yQ07t9y9dCqVkPpiO31KpanbllvvfJff/Ue/STWds/vw0U/cuyej7TcNxhYcP3zA8e5j1i9eYHqwT7myijaJOZYEaLVyycgKI25RNaJQng6e0qK5v+wMTx9GMlExxptln69svciX5xl+4WjDkNZG1G7F3t57/ODDd2l6Ba2Gta1NHAikqZWoUqSm4IgYIGVOTU2OJw2Y88UMjCFoKxGDsTQh4ILn0pUrNNVYYNYokZPJC5SyWCxBt6KynpqFn2bFCOsbGyhlcD5y8fxZVkY5bTMjhBZtMmbjQz689SFaDcgLmxhKEr3F2FXGEnUZvZyG0KTR6VmWLaOnDs47ofkLA7GbU9Td1Cp5xxhVYkuFJSzR3VBt2xCUQtsWhQVlmBwfiVyYknOsUQleiDTtmNXVI54/8xw2G4oQbHo9Y0x6jx3hJOLTBPGnXYoEi8ROmUYhyuX+lMOQSeSKSOtajidT2rZhOp9R1xWXtza5c/8hSsF8UbG2ukLjA8PRCvv7B1R1zXQ+xSV1inPnz3Fm+ywH+/vM5gvOndnme9/fESfmA23TEhCI6uB4TJYZrl29hjaW+w8fUFUVRI8Pkdb5JekApUSRxgVmsyl5VjCvK8r+gIPxWISOUx2l9R4/n7GoalbWVoVQpC0Khc1Fem57fWMpyPuka23U5+LZMyxqgXKff+Yqs8OH/OC7B4TWcXB0yMqgJOSGej5Gs40ywgaUDF+aysuiRCmNDzJAs0gZG1Gcfp5llGWPOFqhrecE75nNZuTW0AZR/TBJyNt7R7/s0WpNluWoAI8Pjvn+B/f52nfeJbQNr714mVevX2ZjfUhZFCwNq5FJCUWRU9fCag6kyfUxwXwutQAkaDgaKDOByZu6xnlPv9eTMsRP6ZX681ZofdIyDajoMbpEaYvGEY04quA7cQIZ/qqiQmYiJnGKYFJPGES0NGd37ToxLB2SSjZajtcJlb4TQYjR4L0oJSnV9Yd15YkOBfMJnYtL+9rpMS5bpZcz0JJiq5KyRkdoWz5GqRT+yucwmdQkh4Mhrm5ZTOYfI6T86Hqi09w2nvt3HkgaazTHjx+jraWuarRx4jC0QIxWB4H4Uv3MmFSzOJUmp0Ri6cll2J6l8ZIxHEwXHFX3KIzGVTMW0bHwLcdv32KXKeM1S9MsOH64I46mVwrkaLTcvMosFbWd6dTf5bN0eLCKivl0QdvOsb2e1NqMTAb2zmGswWa5FJ4BbXKyvCf1Ht3SqiTF1T59FhGBEKQ4vZhV9DLFvXu3ONw/YFE1VNUE33heef0tesMNrO2jU/8SnKLQp71UGnHmWhOTQ8gz6a1xqYYSUh+UzFvq5KlYZmQyK0qlzv/ELIsxSenolN2k0RtaMoqoEZjC+yXMJVhlijVjROuSEPtkaodeMaeNF2U8hgLFyXgbiQS7gvjTBQrd3i4VyKNI6wQNvo2iAIMSfUYiRhuyrEhBkUkzyCwbG+scHM/Y3d9nMBjQes+De/d54fnrVHXF/YcP0SieuXaFyxcv451jOp2xqBbMFjP2Pzjkwc4OAalZuugp8hwVhbk4n8/ZPnOGK5cuoYjsHx4KiaVqmbOgkQMi+xfBZpbGezZGJZP9fcZNjWsuUC80JmXp/SKniYai3yezGb28xDdehmBqTZZb6qb6ceWUf6GljUGpwLCXUeQ5ITpeffVlbn7wLs1iTtVIzSXP+9RVTVvNWVnfILcZWZYthbDbthFKfm5lUoHWPNg5pK4qVkZDjo8nLOYzmtaxmM+wqffMRdHiDEFISqRgIUaPthkf3N3lW+/e4e7OAWc3R3z5s8/y/NULDHolxthlkBvTWSdGrEEmxmudYDzJFuqqosgznGuJSpNZS2aTlJpQnGVmWkJo6rpeCkQ87RLRdTH6/UGPlz/7WaKvEgzXFVhVep1OxzWkREGC2gRGyngvFMoqVDRLspFCp7mUCdZURmSmtMaYSJ7nZEVBJHLm3Hn++r/5byRIFnxw0lqSFIdEfUlE4SX4Eh1UF7ohoeLEQrevQJcBh66PKH3xOKS1O3L++rMyE9K1Sd3/pwe3T0wKQUkmhtZyEKwhakNIgwc7DLvxAaXEqwet8V2nfsJ4VdL2Q0WC98uWisqcPK4Ogff3PuSZwTaLasq+qziaHzOONQ/zirFLjby+5Wj/gLzfk+c1Rm44Y1IDpvyd6SjKafNCkAjGuYbBaERdVbRVRQiBstejKEvprQohvccgcErrURYa7/FOlOZbH/7czf5JKwYxtM557t97wK0P9hkM+rz44iusrq4wXbQUeR/nRIuwchVlTy7dCZsoLv8IR1Fio+69G2vQBoKTonZH8VWJ0ENwqXaZsoDUVIoS6LFjTSpSD1BH310qEch+dpVgleCIDucPUQ6yNNaucDTrU5SOUf8ujXpBana6g3sSDtJFnp/AOMQoM8tOWJ5Sfej4WSExtaRWrckzQ1kWaK2p6poiz0VFRGc8eLzLzs4Oo9U1UDCbV+zvH1Avamxq4u2XBT989za9QZ/ZfEaMgcePD6irBqs189mU2bRHb3MLFyOzumZ3fw9jLecvnGd76wwRRd1UzKdz2mPp3XKOJbxjMstivsBunqHIMibzGfNFRZEVOEKqmea4AG1d83g6YW1ljRBbGufJ8xKrRRHj6Tc30u8ZylLqX7SerY01zp07y53bd6ialnuP9ni+P6Dfz7l/9yO2z15YBidCBLGUPbnHmrZldThifzzl9/7o2wyHJb2y5PjwkOPDQ/pWpkabVAvO0r0s59fTtoGHe0e8e/sht+7tYXPDK89d5i/9whtsjvq0bcOg118q0utkvxTSDpNZi/NOEAgtfbWtEzWhEKH1AVuUYmhDYLZY0C9LqqbCZnZJYPIxUJTlU4ssgNyjPuk2RmBzc5O/9d/8dyURiJ0NjRC9zEULUchfXkgcKhHBmnnLbD7B+walYdgbEoOC2Kb706BjkIwoJmdHPBn1EgW5CRrKfp8XXn6FpeIQ0vOqYjfYJsGQHeSpQBvF0dE+tYtkecn62ghlrCQDmJQAdVBql+BEQVGUkvKHUjSLOW3qbY1LO/fj1xPS9pMv8IkxEGRTtc0wSpPpXPrRQlcLS1JHOk0u1iqlmeIUdZqvZYxfwkrdxbIJxvsgW7B354csJnMqHfCFZTawzKxBayEQFKNVsrJEWysbY4xAoOZEb3JprJU5MZ5GPtD62TMs5nPGjw9xbcOrb32W6y++jNaWxXQi1PwE/SymM4q8QCdNv6ZxtHVDUzdJqPPJ13ReM69h1Ddk2ZCXX3mOzc1VptMxN96/gTUrXLh8lSzvyQytVhpvlRZdOoDlcEzV/UmHIxV2i6Lk2rUr3Llzj7quk4ORi9pBEF7H1KNpiC4sI7gl/p0iw7BsUVAp/e/6U8QJ+RhkrElQy2MikK3QjJvaE+KUweAM/f4jlD/CqSxlZ6lGp1SKMj8Zy7ETUpUWAk90QbqCu1w0QZs2fT7nPC56aB2z+Yxhr1jCn9evXOXru4/RIXBxc403r19lf/+QvWaPrMxZHY0YWcWiWgjjzTnG0wlVVZFZQ14W1E3L0WTK6soaWmvKLKNpGu4/esRoZYVhf8DmuqOuaoyyNG2DairiopHsSkGuNVpbsswyHA6YVXOqpqFuW7RSBOeoXUuTRhGFpmH/+BCrNXlR4NsFd+4eM5/N+GnG4actrWBQ2KSHKhpzBsWbb77J3Tt30dEwWSyYTGfk1jLsW4KvWV07SzfepIOjpLZmaL3jO29/SK+Xs7k+YrGY8OBBy7PXLmGKjLIo0EZLdpCy7ums4sZHD/nT777H8WTGc1fO8le/8havPHeFouzhfUtTNdiyxCemqTZG2jfcSRAXgjS7d5lB60TM2FrDoCjxBKqqkknyWqPyLI0CMrRtS54X5GWO0olC//QoudjYRJlXPtLO50S6unJMjdSGGBuZIuACjx/dBlVg+0PufXSLuzc+IMsC48NjXCuQ4WDQ45W3PsOli1foDUZMJzMimtWVERub2/TKoejvaoH+jdHsfvQeV89vMJk0zOYzWh8oi5x+v79UB/JeejnffvcdJvMFjXPs7ezyzg/egRjQmWF1a4uNc1vUTc18XGGtwWaG4caQ1ZUtNjbPQog8fHQfbaA/Wqcs+zIpQUWU1WyeP4cPir3dw5+4d0+mFII02amls4pLuDAEmLfN0iiFVDtTKRJaOheToYzGOxnSJxlzqqkpJcr9KhXCQ6Dqax6c7zHRE4ILrKxZFlamN1uTYzIZU5Jlwozrxs50c666zMIkyFFgsM7gy+HRwNXnL1LN5hztPeb6Cy9R5CV13VDXNfV0SjlYoV3U7H10m/n+Y0yeg9K4pMreVjXxKckLQjgZYKxDo3m8d4w1kfv37/PDH/yQ117/gqh/mwxBxEW8V5lThdkIJ02LBgjLTDf4QF4W/K2/9Wu0Tc3B/gH3Hzzkzp177OzucXQ0oWnaxHwE8AQlhftuBl1M2dyJkLO4BO8dMbS0bQvInkcv0ZqwM/USlvBetOAe7eyxuTVEAzuPWzS3mSxq1tZWWVtbo9crpIlWnpFPkqKFVGcJCS6NCqHtp3OitNROQqJJN86xWEhEO68riiynahtym9FbK/nSl77E4/0D7t25ydF4wuUrFzGlYVT2uHbuHPPWE5WnxTMcjpjXLaM1Q5HJ2J6IoldKL9vReMyDnR2c99TNlEd7uzxz4TJSO4zkRcZwtIKuMtrmUCZF6IDOMs6fO0+Z50zm8jnbxLS11lIvFtisRFkJOObJOGtjaX0rTF2tKHq9p2bmguhHEmVahjYCXV06f4619TUO9w/wIXJ4PGbYL8kzuPXhu2yfvUB/uMp8ntpq0MuAa9HU3Lq7S6+w9ItVHu/vEZo+WZalWYoS8DZt4O7OId975xYf3tthWGa88cJlXn/uKlsba2S5xWYFwTuil6nhpL3vUAutpTZkrEk1s8SMTFJYzgdxciFS47DWkBeFnOsg93zjG8qyRy/rYaxNfXAs0YCnXY3STJ2jr1rKMqJ1xuG4pnWRojdgNFihcZG6XVD2SmLbcDwZsGhadnYesXd4xHe+/jVsaDk+GoscGHDl2nnefOt1bt9+jxdefpXrL1xlfW0L19YcHxxTLSZcuXqd1Y0NtDZMx2Pufdiyu3/A6mDE1pUrmMxydHDM4cEh5y5c4Ny5M6yujUQdBcd4PmWxaKjnYz5874d4JxqlL735BqOVgsd7jzneP+LRzXuoTPPMG8+ytXWezbV1sqxgMFjBZJbR6iquablz+wOuXr3O9oXr/Oqvn2N2fMhv/Pv/h5+4d09cET59nXzSDtMqQJKiEW26VBzs2mlUN9ZEYZPG47JgmESMfdNg8hxtRTom3f2SPluNWl2hOjzAIJmZsgZb5Kyur2NMJpp1JsPHgPMtMYi0jo4xXdCISlI7HenAZNny/bUu4l0g7/WYHh9z7/GH2LJgPJ5x8OA+9+7tMhtPmI2nTA6OCL4BnXq0Atgik9rRU6y11RXefOst7tz6NpnRtI20MOzvH5DZkhgF2y8L6HBx78MpCFX6+vkYXbYbORFpnUM7x3QqRmRr+xwXLl7mZ7/4BYgwWyw4ODhgd+cxj3Z2ePz4kKPDY2aLCudbGeOCWs6T6pwaCX7x0eH9HGtr+v3RyTlZPrb7E6irBSYLjEZDbty4ibGRa5ePeLSj2T+csroyZ3VlRNkTmSNr9CdiOQoU2tlDYb12h9hqmUZsjAS9PkaqtkFPxxR5Tl3VrBYyqiTQYoMw21aHQw6Gq3z3g/d54dnnePHadYKPzJzje2+/zf7BMcaWbG1scqXXZ14t2FxZ5e1336FdVGxvbeCc4+Gjhzze20tRKEwmYxaNiPyOxxNW19bZ3Nji4cNHHBweptFFhizPObe1nYIJOStN09CGFuUji6ZGFQO0VlR1dUIl8yK4mw0MJsupm/oTGV7XirPIMiOz+oDM9njxhRf4wz/8A/LMMlssmM5mZNZg9ZxH925y5blXGfRL6saRGSt9d8DDnX3uP3rE9tY6z1w8y8rqiPc/+JB/+A/+Pn/lV/8S+weHfOudm9zfPaDMLRfOrPO3/8oXuXhmC2sUvX4fa6xAtnVNCD71kMm9kCW91RBEaMBamX2X59mSOTivG/LMomIU+Sy5vQWB8F5IbEpRlCVaCRkkGENo2pNgetnk/ZT76gMxWLzKuHXnDvfv3cfheOHlN7l4/WXe/s43KbTm/qOPOHPhovT+9jYp1Jz1FU2pNN8fDXl8756ozmhBKJyL2KJkUBY8uHuPjz74kM3NdX7t134ddfEqD+7f5R//f/4fVJXj2pXrPHh4n8XsgK984Uv0ypKqqlFVg3Mtm1sbfPjhDfYPHnP+zDmKsmQynqOzjHPb6+ysbdCFo0SoqhnbZ7d56dXXOdjf5+bZ96jrBVO3oPaOabVgYHLOnT1LXuRkWcnN2ze4fOkitz64wYVr18k1hEEug4N/wnpi6auYrINkNuJ0ovPCUkp9XoJRG8nkut/T8vF8SFN7lSYrZRyKVgqTSxTVOodPig558Dw3G4NSfMuDjRXej7BKCrp5ZumXJb5rHFZBCqIRXIjL6LNXZBAjTYSmdegkjtoRQFzbYnVO1hui85Kd3T3qw10GhaWOPYK2zGZTyvVNzvf6jHceobIMZSzBe3zbYGzG4QfvPcXxhV5ZgDKUg3VojolRUdWe0WjEdFzjg7QGnBj2eIpgc4o4e6oXrZt7FAlMJ0cYa+n3e5Jlh5bWgdciq9PrDbh8ZciVa1fTqA1wrmU+r5lNJ+wdHLKzu8fBwSGHh8esjIbSjhEl+HBBMTk64HC8zxtvfmEZ9MQomXunxBGCDBS9dvUK+/sTZvMFRW/AdB7ZXJ8yrQc0bc3hsaesephEIHDu6Y2uNOl7irJHpAbfJtWNKNAiwqbLMotVmtB6Yh7T5GmkAT9CXhbScpLGjKyvbfBw5wG+bVldGxJD5MGjBxwdH7O+tkkMkZu3PmJrY5311RXu3r/LeDplbWWEb1o+uPUhDx7ugtbkyuB8y2w85fHuHltbW/R7I1ZWhiitaVvH3Z0HLBY1ETh//gIms0AgM5lkSQgL1yXZrCK3zBtPDC1NtZB7sN/Hmh69speY4HoZvT/p0lpTlAVZgu80MYkFG9544zW+/o1v4BqZSDGZzekVOUVWsvPgLpeuPU8+XKN1M6lvK9FavHnnIXfu3acsDEfHBcPBgLW1Dd678UP+X7/1B8wXDc9dO8ev/+oXuXJ+i6ZtyIuMIivkvrfCOKzrSnpgraWjuiu6NhbJzjoYecmuS2WJvs2oq4per5cqrQhUHaLMR9NaBK6R1qCiLNHGEoOXezIEPKfFvJ98ZYXlzNY53rvxXW7dvsOFyxf54P33uXv7A+7du8vtW+/x1utvcvX6czzeecTGuuzFYrrAtTU2t/RXVmmbW5JRRuT6o9k+d4n/83/yG1TTCUWe0evlVLM50/mCajEVYp7Nef+Dd1gZjrC2x0cPHhKU1C610vjQMp7PqVzkm9/+BnXT0u8N2dzaZDgYMjmcUM0aQWcQ6v3zz7/Cr375L0sQ9ZzhF770S8xnR/zG//U3KMoRmelRLeYE32CbgixvcFpx4dx17t9/xMH4kDNr21w9e3kp+/bj1hNnaEsY0WjaqhIWjDnlvACMJiqBcpbQXpBRMEorVCIVhEQFTfQ6IZDEiM5zNDmxmnPUzqh0yaCvyIoRsRigbSYzi/oDin6fRVVh0kw13zpsnqO81OiUUgSdEYnoAOGU8rNr6hShW2ovclMi+aTI+iPpXdOKcmXEYjxh8ngXV1fYfkl/tE5dLfBtK89tcvRTUqBjlGh3Y+Mcx7sTTGaoKsfa2gq7O5MlDdg5L43qClwQ5mEq39JtIwpOBv0Jc/DuvY+4e/culy5dYThaJctzHA6iTOU12qKDQWsIOiao1jAYDBkNR5w9f4HXXjNoxdKJeh9wrScmrTd8y+6D2/hX36LDjOOythaX2aJCMZ1W7O7us765Ttt6dh5v8ty1PZQ+hy36ROep6wXa1VSVWvYQPs1SSpQ3mrZlZW2devcRBC01icRuix0ioJBsITWXS+1VphlnWSbIgRZDOZtNMYhyRZnlHE6mvH/zFnXt+Oxnn8cYzXgyZWd3h8ODA8rBgM2tbbRSjOdzjsZjNre3OLu9jW8dB8dHHB4dcPPeHba2t1nbXCV6z/37D1hdW6GwFmsMo5URm6tria6e0+v1KIoSgwRyPvULNXXNaLhKnmUMBo62XpAXPZxzzKpamLxaLwVwn3xfYdArKfIclAQ2NjXAn9XbPPPMdW688w4+wHi6YNjrMeiXTKYzjvZ2GA5ltI5O7NbKtbz97k2cb/no7l16mU5IjebV117ltRee5eLZDfr9HkVe4L3D6AJ0EFRIW8nGvZd6njGpOVcCkMZ5dJaIBqnnCaQJWtscYzTRtSilyFN9jIRE5JnA3957fARlDVma/CGN+tL+QyKZCeT41EeWGCN7x4fc+OAmOsuZ1CXj8YyL5y9RJVLPzsNdXKtpm8iiqqiqlpWVIf/57/8RR3uPOTo+IAB5kSfbHNk/OOQ//T/9BuOjfSZHY6KPXHvuGRZNy5Wr11hf30Bry+7uI3Yf3efwaI83X/8Zcmupq4bhsI/WOQZBo8azBV//1g28rwlBNBdD8CyqOTs7D2lcI8FKjOw8eMAPfvg2q2sbjAYjikFJYQdkQDU/5sHOTa5efpHPvPYqh8cH7OzvYQN86zt/SnANWg1oqhmPHt77qUILT2iBBXqKMdDrFWxfm3LwEILrE5PWmUrdtdE3eOfEORW5GEkrjsW1jfRueYf3DmUERpHRDzLGwHtPdI6Xegt+qPrkeUOjzmOs1K6whqzXJypDUfaEPhBFWstmGU1VY9LzxpAIADqQQaJ/dizHKJRQH4jGpNEoijYaaiXRu1KK3mhE3uvhg6hOhCBkGKL0zlTz+VNruLWtozCa4coG9XRA9I66qRislZhMbjrvnVCcjQzMFKcSU19IWF4buUxilKW5PNArC96/8T7vvP19ymLIlWvPcP3ZZxmOVkShPGnEaa0wNhdjae1Jfx3QtjVKIYM9SaidEvimdZ71s+d5rddL4yy6+ll3Xk7IPlVVc+/Ofba2z2C0YtFU3Ly3x2Ieef2Ve0zbi5T9kizL6fUKWtckDb2nW8ZYGudBt1x89gp7u7soIkbnaMDhMcaQ56LmnmmDbx2tikQfaEIUZq/SKJPGdWSK/qDP9WeuMxyOmM6mlJmhyEsUjkGvJITA/Xv3MUZRu0A7HjPo96kbETXO84wzm5tkxjIoevR7fUbDEa5tmS1m3H94H6U1m2sbPNrdpW4cRZ5x8cJFEQHQGg8M+gNym2GtQDE+za2azaZMm5Z+XhIiDEer1HW1hNYCitxYcv2UljdKv2+IQqYoikxsgDGsrgz5zJtvcOPdd8WBLjxVVdG0A5g67nz4Dptb5ygGQ3GGwXNwPOWD23cY9XsM+j0uXbzA2soaTVvzwvNXefbaRXIjDkoGnAr5yWiDMpmQnNoGpZQEH6nWH1O21CtyWucxVgKXmOj2eVGC0onEBkJ0QvRKsUunhtbYXCDKtnFkGUTvhD+AODFtLdbaU7D/U57Z1mGU5/z5Szx4dJdmvs/zV6/hfaDsZVy8fJ0yL8gGBS9cfZG+zfjet7/Nn/zJHxD9HDef0E6nfOYrv8zq1nnhI6pI9C1a5VxWDa6VFofBaETdWO7d3ePDD+4yOdrDtwEfWqqqZmf399DR4X0UWr/O0FF6THf3j3iw8xBrC4ZrG1hbEqNHlXD9tbe4/tJn8CEyqxZ4G/ntf/5VcpuzvbWJNTIyqGka/HzOaLDCc1evorFsb2yztrrJha0DdvZ2OT6aUrlGRloaRVmUP3HvniqlEDmUMTHfoVgvme2UmKhS8d8LtVSBzkt0nqO0YNK+rpYjwTGiDm0zm9iJhoAi+kC0kn308pzxTNHvT9lRmwRliN6hbYbSlrw/EBHhtl0OX+zwVaW1jCZpZKCfiG0mcRatUxFTMkYdNNEK/FI3NV3fFMlphMQC7FTrrVK46OWAE/He0x+tfDxLfYI1mUyxWmNNxmC0ycHuvbSXmn6/oKkbXOtompqyKBNxtcV7I7040S97ugVSjDRJZzIrR2xs5mydH/Nod4d79x9ycPSI9258hzwbcP7CFS5dvsb22S3KUg6KqHW0S+OgdCdno5ciqESWwrBN01D0BkvH9bGlTiR3QNE6x8raOj44Dg+O+cHb77K6sUFvvE3dHvHg7g+Y1ZZqsSAzBRvr65/MOGQZxeoG9eSI6vCY3nDI8cG+0JSNZdAfcvbCRYYrm7TjHWwms/lc8FRtyyidlwDSA0UE79lY36BezJjMpmRFwXw+541XXuVwfExRFBilefON19k/2GM6n5MbS6/foygL2ralyDIRuVZCPnEhkOcZZVky7A/Js4KmqZjPplS1iFKvr69z/uw5kVhCznhe9Ch7falPNo2IWKf+Otc0TKqWrFfSzr2ICyhNVlhm8zmL+ZSMp6v1iBPLUx1dSTuIStoyIfDM1cv0B30W0ykuBBZ1zWS2YHt9xGJRcef2Da698BluP9zl++/f550PbnFwfEyuNS8/d42yzMmLnPPntrl64TxlkRF8YD6f0e+VSR6tk3eTM2lslgK9Tg3fp54qmU9mjAgIZzbDZhYfpRFdCFFeNGetRSlRkxE4VkmtPdWBvXPU9QJj+9hCzop3qV5/SkXn1KF/8r1tHQNl+flf+FnefW+dyXiCBuo28njvLqFp6DOiP+hx79YH/MEf/C67uzsUVhxzCJF8MKLxDe9/92sMhgNs1mNyvEtsI8E7TJbJpHljsFqT5T0ZVhzadL+lZv6g6A0G1PVCGNVKIPxEHUAbyLI+dbMgt9JPShpv1R8MUVbOfdu0jKeHNEXAjBeo6Bnv3WY2WbA9WGNzdZvD/X3G40O0LVAGolfkec5gpYSFlLH6vQEnypF/dj0hy1FkZaIClzXMHje4VoFrcEFYisqapLBv0HmBTsM7XbUgOmFBRi2HQBmDVh5tPSorKEd9VHQE1xK0JTMlv/OO48LVFZwpMFRYI5i4VhabKVov2YVAodJb05FOgg9oY6UwmmoGrmmS01PLSOpgbw9U4OzV6zLR2DkmR8dL+C6kydbESFvXmMyKCsd8js0zwFDNpk8tUNy2NX/8J9/il37557j/6BGHDx+yub1GVUuav7s7pWlqmrZY0pUlve9GM6T/Rwk22ral8Qbd26DIclY2MtbPXuTFVz7HfD7laH+Xj27d4O6d29y58yF/8lVFrxyyvrHBmbPnOXfuIhubW6ysDCl7/XSzir5/luUSmkeNj4oYAnVVSVZnDHopHBqTarZgzspogejKkvliRlO3fP/774C2DAcDbFZwcGy4ctFz9/Ea1ljm0wm7e7ssqsVT7Wt6G1y48jyPbr/HvY/uLhmao9U1Ll+5zsWr15jMa6aTaaL0d/XeEydmMyvs2wS3aq1ZXVnh0Dt2dx6SWcPa6hpGG65evUae5J3W7JCNkTRiV21DVTcysjGKlmneE3fiQxDShDHLgMC1DUpryt4AnWUUvR5nts7SL0UijhjROlIUlpXhkPFiRtbkopXppU/SaovKpe5DCBT9PjGKcxn0ezQLR/60ya+S7FcpycqCkwDPJKHt9bVVrl59hnff/i6ZyaicJ0QNyhIxfPThu3zv5h5tNuSlZy5y784dcq145tIZ1kY9MiMDLXv9nF5hwbuUofQkAEZo/jiBgY3OkiENadaWvI8syz9GSjM6o2kdVosSkGiFGkLwtCGKBK61SQ7OsFgsyBKLOKTyxOrampDKkuJJp7DfTcFWqc/taZcyisODx4wXY9YGI86du0AviTLvjy9LpilMFY6Oj3BmSNM+oK1r+uUQlfdYvbTGbLEgxsDk6AgfDgRxaVPLSqyIPqJcoPYOYxYCGyLz17xvxekTaZo6JSUBrSO+haws8B6aek5bT1hZX+Fgb5dy0CP4TrZsxsrmOtPDI4peSbVoMLll/+5tjMnoD3MigcHaFitr66xsbJEX3XDUgCIjxA28imjt0eRopOH7J60ny9BCwLe1NJ1OFNO9VXSEXrkgFj1C6lI32qCsFK1dtSC0Tdc/LikphqgjeNGkcyHQ1C11XWOzgqgiWV4wncyZeM2BX0UHUVp2UaODxXqDsX28W6RGPE3qSZf6h5wqvPNoK4ZJRkDoVJNR6QB6+mtrGK2Yjo8xWUbn7KqqEmw9McmszbDGMJ+MUUYzXFlDRcV0fETe7z31DKR+P+Or3/gqO4/vsvfobZ6/fp3RSp/FwtDv9fHhgLquKNpeou/LwL8QAj5BJ8SIi4HGORyZZMdKiDuTiWhoDgarDIbrrK2f57mXPsNkesjjnYccH+4xPnjM5HjM3Tsf8P673xNmpDZkRY9+b8BotMLq6hpr6+sMRuLoxuMp3/rG13n1zc/z3PMvS6DQNUQuh/qRron0eO3v75NZzbs3PmSxqCn7iqPjI9o2UC1yfvbzR1QzS1VDtahRNvtEfWgo2N7YZNR/g9s3fsiw32fz7FXWNjY5f/4C/ZVVxvO7rK6M2NuXBveIp7AFZV5QZBndZF8FGCXnpsgsG2vr2KygbmoGgz79skeZZ5K1KFFbCM6TZ5oiyxim0T8uBHzq32nbpJXnPCpNzCYEijwn7/fBeRRDcaopsFARfKLf6Qjrq2tUrRggqxRVTEbICqxYFoWw8GJkUA4oipLj4yO2ehkHT2l3BWTRGK3kDCqZryxGX9Tmf+5nv8D7776Ldw1109I4R0BmCI6GKzx3bo1nX/8SH955zLe/9zaKwMb6OiurI4bDPoRILy8kSAvgfKS0ltZHYmjwwVPkImgsLSQ+vTcha3Q0/bZ1knEZC4h8lbaGggwfHDFEcpufOMKkChSco8hEMSbPc5EPS4FbDBEfAnluT2SuUq+la1oJ/J72yBYZUYtgxKKumE6PRPe238NkPXrDElpP1cwZ9AreevMN3jHw+P4DZkcHeNXHh1yELTKLb91yWK8PgbxXUM+m5GWftppjszy12XiMzWlrIWu1TYXJCmJoiEGRFRn1oiHLc9q2pRwMiMERnGexWEj7UuvxTU2ueyikb9f5iHEtrq0oh2vMFhXFcERUmtd+5ks8//Lr5EWJ95G2cUiArpaM+bLoo2yO0hGC6ag8P3Y9MeTY0bVjVChdopUm2JzgHUplRBXwTQ1tLfUdoJ0vcFVFsTJK1HmFUlao/hGRvrEKqxsU0qsUWo9rFqIQriNWSdOoNhp0QKsM07Eqo6gj/P/ae+8wy66rTvvd+8Sb61boqs6tVqulVmpZOSFbNgYbbGEwOA2GITMMcQIwPMN8gxnAfMx84xkYm2EwGGPD4CgbJ1m2JMuWZeXQakkd1TlUvvnEvb8/9rnVCt1SV3W3qrt03ueRg+reql2nzj1r77V+67f6TcZJGmUnNUHYC7AdhzSOsz44GxWbxkyUMXwN0gSVmtNGt9UmCo1biLAsgqA7Z4wattsoleD6BWxLEbYmKQ8to+h7TI+PL7gPzbYsLjyvzONbn2Rs0EdIRRInBEFMpVwwtaZeQLEcE4QB5VLR2OJoRaZbIVWKKEnR0kdYBaIwMrtMIU0fjxYkcQzC/DyhYaA2zGB9GQKdWVuZBsyw06Q5M8XExDiTk+NMTU6wf/8Otm0Ls5YHk26ypGCmOc3aDRcQxSFSmlpG1o2d7YxNOIujiInxcRxLMH5knCAMTXpGadLUSOa9yhAr1r+OoPsgj25NkFKyes1qU+dYII5lQZqybvUaVoytpNFoMj01RaoFcZIyfvgwrUaTXqdN3OuSplWU1iSpQ71coej7WJbAsS3zu6sUiSAVmqLnUfC8rJ/NnOrQCiUtHJG5kGT9ldDXnWgs2TfoFWaaemYInaRmKoEZJmvcTSzfGH4Ljqnt0GBJzHR1nVIuuIzUqnSCHsq1UUlKkkZY2qIXxYRBF8/3sToJJb9AtVQh7nWp6+YpWTTZtm1cQiSINDV9XZbxPiw5PmtXr6BYrjAzPY4OY6I4Biwc28GzwNEhllZ8/qt3kySJkcsLE+zKxRJSSAbrVSO2sGw899gwTp25AM052OhMyGMZq7b+qazd7WJLC9dz59TZKjV/wyTNbK6y1CVAmsRYlm0k/5bEcXykMH20/aB2bGSN+fnGz9Cc3H3bRjvuKbVD2K7L4LLl2J5HpBIQFrbj4RY8k95NFUEvwHeMQGzDhk2sGFtJEkY0G03uvOsbTI+PE8w0M7GcwrI8ol6IUyiRRD0czyNJFMI2riYqS5umSYzj+8RxaNKSaYqULlrHRKGxN9RSIpRNFIRZxsMmCVOkNClfIR3CnrmOUWiucdAOEJZFr90DIUjiCESBUmWI0cERHNco3hF9v92+3M1C2hLH9kArtD3XDHD8aze/S62RWmc/1PT0xEGHqDWDPzCEZTugMhsrKUDa2JZNLI3JpEgVwoI0VkA0Z02FUgjho6VEY5EmMSoOUWmKN1BD2y7SdUwXOxosG8/3oK9ESrIZXjqzfdLKPOTjJDv6m9eoJEFIc9JKQtNPIaQx8g16PXOUdxyTXktjhFbZ2IqIoNcDx8L1SyaFmsQIy6Mz2yRoNTL/xIWnGZYNl7ls01qajRauZ9wpoigmiT0KBWOYGkcJURiiiwXANHgmiUBKUzPDKqCFyY1LS2Y2OcKoEbURkLiuOeanSUrcM6lU17WxbNOojicolWsML1/LBVnNqNtpMXH0AEcO7+fg/j0cPnwk29BIbN80TodRhGPLuQZ6zzPekZoCcZzQnGliOxaTR44wOWEmVFuWjev7jCwbYWzlKq64+no2XnwzRbfJ4annGBheR6FQngsIC0FpTaJSpmcb6FTjOlnKCE2r1zUztaTF4NAIT+3ZTrvVwPd8ir7PsuFhHNfBkbbJOKjMfEebxnGZ9TRZtkV/EkGqQKSaBI2UtsnOam3+W+ls8GTfcACEdNAIojhGSLCQOK6DEsoMd9SiLx7P7K9Mk7otBZaQZviiI0nSGaabDaQlCbo97Moyo0RNYhxhrK7SVNFqNigWi7iux2oR8/ApXNu5dHKm7hOZKUKSJhyabPG9x7eRYrxQwZibT89MQdKlsHqMsQtexx3f3cKTTz/N0ECZFWMjjAzVKXguAhgcGjKbCdfBss3D1cp8VsEEfjvrgUNrLKlJohRh2STKKFdL5RIqyepBuj/o1gzFtCyz2+9PhLayrwkpTVuQa8aXpGmS2epk9VRFdiozG1jzffr9rpDqxDzXFkjJ97l8zXkkWrHt8H6k7+O6PpZrnk0qNVJ4lShc28ZyPAaqdeIkYcdz9zI7PU3aaZJGAV55gKBtzjTSzjwaBwbQaYpINUrH2aFCZi0uNlgOoIi6QTZ+x5g52LZjattuiSRpG7U6AqUTbM8EM53EoBW24xm1druLlbUlCQFxr4dbKhF12/jFEs8+u5ULN2xkIDNPl3Om8jYCjbAkrlNE2GquJ5DTVUNDg1YxIsnUPXGCUgl2wQedouIQ2/OxfA9hZy7VgF+uMFdOMZYC2SksQqUayyoi5wqKlpnjpmwcz8LzCggrS2EKQX9LmSSKycMHsG0HJcAvmA9pt9kmTY03o1JGkaRUguv5xFl/m9La7FDSlLDXBWlhWQ52ViOzHYdKtU6v0yEJeji+R6FUImi3UUlMZWgEzx2lF/TM8bpYpjMxeUpDPqV0WDFaoVoka5jWphcsCKmUC7RaTeIoJghDkiRzP9ApYaiRjgS7TJqCIDXmn2k6N9Gg33MnNEShST1ZtoVfMA8arU2jdhiYmU6u55FVTBHCwvFLjK5ax7oNG0Gl9HptkiRmemKCVquFlh5xFJqbUTgmoBV8Vq5bT60yxJMP349KAjqtNgcPHSKOEyNYcVwq5SrLxlawdtX5BHseZdwPOXxUcfGmgOnW84YVLhAhBENDg4SpwhImjWk5Fu1Wy1xnpRmolJHSYmT1evZsfYw0naJULrJm+XI8zzHN/0i0pbGEEQjEmbO945rApJTKAq/JIIi5JHtqxnpo3R8mnt3CmcO/6VXBEmazlmiFhcRCkGpzyhNaICVzc7Ecx0HaElsKVGKEGHGUsG/vAZTWFGpDrF81QDfooXSBer2OCmO0Z8Q9R44ewZOwpn4KY3nAOK+kxhZNK0UvTtmyYx+PP70b35FsWLOMa6+6nLvuugshTAP/QMVnYNkarnn9Wzk02eMzn/8yvi2xSRFpiC1N71y5XKRSLuF7XubmYoJZlImVABzHwbZlFrjNTDvHNm0EKonn1MAmk5MFLGXqalob9bJK1VzPrMbU02zbnlNK9muFczO/shOicD2SOCbut0nEKe12l1QljAwNntImTAqBpRXP7ttDZAtqnjEkFmmaGYnbCEcQqohUCKrlCjrVHDp8mGe2PINOY3A8ClUfUotStY5tpcYAWluoKDLPh2yclDL/8bwwYVp6VKpQKsKyLAYGhmk0mqBS4l4PnfYndpB5xCbZRsPc+yox7RNuwTfeoq6HFgpLp2YDHim6jQZpHLJ33x6GXncllmNh26aty8pOvZYjcT0zBYVUIUlftsdvntsIhUWM0ib42K6DyHbiwpLYroflecjMrFMLTHe9StHCwi74yGxycpIEqNSMpI8yb0HL89BxkvUsZflwyygb4yQynpGWg7Qdkjih1Zyda+bstpokUUiv0cAkuYw5caFSxi9VSRITvArFIhKLJIxwbBu3Vifodum1W/jFIl6hQBKbNI3j2nh+jbDXJQhNg7frFwhmZpjtdcwHyC+ig5BOY3rhzZTaPByk5VCtDWTCCtMo2+1E1AddFDFBGGG7EVEY47oWqYqIEodiqUyvF6NSje1kYhdlmiCNgwjmumWOCQozOTpOUshcE6Ql8L0CSEHYM+niVKcUCkWjjHOKKMwOvFQtY9sa36uQxD2iRDHb7Br/TIwDg+PXGB1dzZ7t22g3ZwnDHvv37SVJTJM4CGzby1SqmomJCSaPTvDAU7dTKlW58NI69coh2sEFp6QYAyPnrlcq+IUCOsX0LWZGqo12l267i9Ipa1avZWRomGazSbHgMTRQMg37WS1QZg24SmocbU5IKIWQoIWdzXyT2Dpz0RGAMA3/WmUO9Ua5g5ImzSuFUfum2viXWtn9AMI452e7fonI5mKZSRS+5+DakiCAIOxRrw0wtOI8StUKrl/A84pUagNEQUgYBmaz4ti4rkeiFFYaULePuabMH1NOCNOU5/Yf5Zld+zkyOUul5HPrtZs4b/UYQkjufyQljCM826JSrXLD993KtdfdgHR8/uEjf4lCUfEsKhWPQtHHL/g899xuatUKhcIq8xywTDoximOzdilxHBstBVGamqAKWLZNrFIcx8k2Zea+SdME23bNbC+V4mJnJ70UL3udnaXmTM+ZhVYmu9O3sZLCNJD362QCCIKuGYklJZ5jY1VLFIv+Kcv2tdY8tmsnyvWoDQxlwTGbaCFMGlsrjYWiUCijtDkcHDq0j8bkIaJWD50miEyVjRakKNDG1xZpI23jya9TTZqYPrJjhggYpbe0zWnLsqlUy3R7PbQumiDveNltkNK3O7SsFMvyQZqyEraNI01PsvF8SE2rloYimI2BlOzYsY3rrrmRQtEz7SeWBByEnWJnfbF96VuavvyzYH4qR62xS2WU7aKzCbHCshDCwrIdpGuOnUkYmpw/oJLY2Fo5DmkSIYQZBSCkNee0oZIeSqW4mbQ+SSJ0qswDwDMPPVSEiqO5HjLLMhcpVjGEIaQpUdgjCoK5xmmzC44Jel3jDiCg05ydO9ZKYRQ1MjNPTpOEoBeYZlrXxXZcgk6HsNvF8n2KxTK9ZpMkChCOQ6lapTszS9BtIWy54JSjacwElPmdLcvORpVrojBBpx6+X6AbhrilKr04QWCmaUeRoGoXqA0USVNFr9sligOkdPH7gxCVMkMtM8GGZVlz1jx2ZuhsBAox5UoFx7aJohDP9ekFAX1Hcs9zKZbLxElKN0jxClVsr8DMoUO0mz0s2/QSSttmcHiExuQ00xNHCXshO3fuodXqEEUmxeF6Ln7BCFfarQa2FISJJqWAW11GLxpmqPYcURqdUjyzbYeZZodmq0O9WsXxjdgo0QrfdhkeHCRJFGHUIwgjQOK6BSMIcR1c18N2HJI0nbtXjGO7QGpNrDUi1UZmnG0WUmXEI/0tb6J1JudWWc+S+XRYmWG30BKhdHYyF1l2y6SSpRZ9A3MsaWELjWtJKuUCKjHWUYmSRCmsXL2WKGvhkI7NwECd6ekper0OWmvCMMRyXQbrg6z3e1S8xsskb14epRT3P7GDR57ejUpSLlw3xnt/6EYq5QJhlPDs7kN86/4n2PHcLjZdfDlvfuMtXHrJJVgSXNfljnu+y649e/AsEEKhVUq1VEKKlNpAmccee5wN51+A9FyTWrQtUweMY7KuffMsQOJ4rql7pyozUzC9rCprI5JSEobG/aPfCG56G+0X9DgKkdXorGz2YWa8LYQgjEKajSmiIKBQLFKr1amUy0jbNqUWbT4jqUpM3fYUbtpuGKBdm+pAFSlM+cRUV4ySUifZhtBzEVk2NLFsLr30ctyfddj59DbTLhHGRHFkVONJjEoT46AUx8bGLsn0CkqjVHbCymYEqmx6SKrMAaPdaVMoFvB9j743a3/ihs40DGhIkwilAmJtZm10Ta43E3L062I2SI20oFwZZNmKEZRIkdo1qcbMgV8KK9NvGxtFUKbk9TLMb2K1bVEuCVpBipDmpIQQxvoFRdztGreP1ChfyMxgwQQLLSS2kRyaP1IaIxKNyOpWcdBDI0iTOEtfZQMp0xQhzA4q6nVRScvIhG0bYVkooUnjOPNpS4/l87UmDgOzW5YWtm08H9HGtzFWIQLTxyKyANjfeZo/uknNCSEg6NHsds0NbzvYrkeYuZULIfEK/oJPaCIxaVChFSIz89VZHrnnVmn1AupjK5lJayQyJohTXGEGAXZbUzzXmqVQqDI0OkKpVKQsC4RhQhB2AIHvFbEsSZyYwr1JYWXXNhOO2I5jWimAVrtNqVSg1+1l9TzMPDXL7GTDIMysxizcYpFqPUbIFpMTR0hKVeOULyyOHNrHxMQRHn/iMSYmJ4zaLFFYtsSxLcqlAq7rkqYRUWIa4Qt+hcH6ALZdphkNUiqceNz6yaC1xvd9Wu02rVYb3elkfUKmxSONI0rlEklilGtBHGM5DmGc0A0E1VIJy3FxpELNObFY2a5dYClNKjVmMrrAygydVX8iRZZmtLM0stZG7Wn1413mgaizuogQWW0uszEzc9xMo7yFwHMtygWXoapnTraNkGJBsmvffmZaEa7jIZ1MSKJBJ+ak4RV8LCGplMoE3S6FdIpUJmi9sHt2crbFrj0H+IEbLmHVsmE812K22eKe723lyW17mWm2uXj9GO/6kV9g7eqVZkPW7RAHPY42Jvn8F+4g7raoD1Uo+C6VcgmlFY4FjrR56vBB9uzdzes2X25OyNmG09QtTWLLtizczDXC9wvmutqm7itE1jNqG6GJk5lDyyz9qJXCdlzMRAqdmVebP1m32yWMIgCczO4KAfXBYSzLtPwYEVqMUGZ+CJbEs/y5h/2pDKXVmEnbKqvTaWFlz1E9Z7YsjBLM1HSVxBKSaqXK6y6/issuvtykBJUJNlppRGqCjrlPjfZAKI3SJoOG6vfbYuJOVi9GK1ItQCdklpvZxixFKQuhTWBTuu8nq8z31JpUG1WpEdGYgKZFCpiaMwgc6eAVC5TKBSzr2DTzY3UyRWpmCpiPU9aucCLmFdBUmtI8Ok7qDiJsk1ZxPc90zGtTQ0iyHYE5HmcDIoxEy/ySCKzUSM6FwBxFlSZM0mznZPp/ZObtmCYpadSds7TJZpmCEERJhEgwhen+N8uaunVqbipbZOnLbACgLYwTf5rGxpcyK7pr3W+kxKj0smN3HERzvVUqs7jRWiNas6jE3AxCSJIwNP1qC0BqjU4StONkH64UoQSJV0b5Q7SDgywb8ElFiS4prupSzHLftlS0pqd54oFvoFKX8y/czPmbLqE2WKdU9NFa0wsiekFk+pK06ZExdbi+AsoEe9+3CLodCn6W97ZsosioQ8MwpDZQo91sUyqah8/U1ERW9rQYGhli1Yoa3/v2AziFCq7l8vijD7D3uR0cPHQIpRLS1Gw6HMc1uz3PNwoxLalV63hekV7QoloqoC2bNBmjVN3azxwtCKVSWq0WCEGoNcT9v2FEqxfQDXrUq1W0tOdk4MbUN+R7Tz7BG66+mqG6axrMRXZvZelgk4o07hNxYlIoKI1UEiWzDIYwUnahTcCypCCxjYgp0xmYNJbQWQOwcf63kAitsp4o44CjJXi2aYmYaqcoJYhSxeTUJPsmZ3BLgyRpCioh7HZo2BZJNmsQCXES0+m00GnMgNcDx88EAPNnaKDMe956E1oIZhtt7nlwJ09s24NlO1xz2QVce8XFDA8OmCwLmjgOSdMYpOTT//wNpmamGCj51GslisUC1UqBSsnFd1xKpQrXX38zq9esyU4OGqnNbCyVKny/gJSSOImNsjIzCXdcY08ms7+VEXCY54xlOebzm/1N5k5QmVjBzZqv01ThuC6VbMOXZLZz/U11p9tDpSmu62HGJmlkap4v/dOKEIIwjBZ8zwohzAyzJBPdSDvbeJh2CLQ5NJjxTMbGTej+dvzYVBEtBVIplEzAEtipQGkXkdXImAviOgtMWc1awTEpUn/n1RfWGBegbIIgUvdfd6wXVguF1mbjIIQZK6X7xuCYDSBam8yEEGirPw0lpb8Efeyn0x9PZWZSxjzPvfYlzNucuNNRELURllHXpGGYNSfacztKIWywTVlcOm7mxJ+NhxegE/OLkaUGUq3RUWROelkNKO52TfEyu1g8LzgKwVwRU4usOK2yIY5kZ6y5h4WYm2yrtSKNs/Hq2Xr6ahVTsFfYtiJNBAlkuxxt9gjPc7bvF0xR2vTgpNHcGhaCEkYpJLWdBbQsMLtl0iRmtpviNiKSkiKONW2rRFW3MxWmRX1ohJVrVvLUo49x9x3b+dY3v8b5Gy5j87XXsWr9GkrlIhVpEUURvW5AEPRwMz88x3GyEwv0el1cz6VYKpgUZBShQzN5uFguEUYRYRAS9kI838PKmqKllOzdtRPXTjl0dJJyNaLValKpGa9NLTBDUYVl6pJFH9tyOXDwMKVqlaHBQRqNJnE8BWjKxQLlsqJcW4FXHDHN9KdAlI34saWN63t02h3jCuHYyNjM7YrTBN9xcbwiYRSg4oBGpLj3/u9y5eYrqFaqlEpFfNdH2BIvO7mnytiL+ZkazJjT9m3YJKTpnALOsi3QyqQvMWN50BCnaaaEFHPiBMexs01s9lDL0jpSCqIoIgoTur2Ao+OTbN2+jcLQCmzHOKyEsXE5SWZmsC3HTPzNpOqNVpvBos2yioWOe8gFWl9JKXli+34ef2o7hyabjAwP8BM//AY2bTgPP7P+CsMAHYYIaR6cSRjxwKNP8+QTT+O5DlKY4ZKWJVFp3zfTpeAXWbtuJfXqgBGhCWF63hw3G0qqiTMfVt83Q30FGA9GlR2zMhVjP4Misl1/P23cl9UfGzqs55TSUh57n+NkrvyJCQKVSiU7JRohVZqmhJFZo5nwbjI+nrfwPjStzUgehMLCRsgEpIWUmcKzHyQUzOUc0WjVNyLO2mZIUQK0ckCnZrK8BrTpETYTsTVkmygj4tPZHkvOPZ/NorIZiMK8XiiJQqCyk6MJJQla2wiyw0o/1WiKyQgl0FJjmT4PI7JBImV2sFCWqd2hkZiMhxDGtsuciJUJ5C9zy87vhKYEibYgTiA23oL0HbuFzE5c8tjDX0gQQfY/pVHnWKZ2Jm0fjUl3maieohONiAOyDSUyUUjXvE6nybGcthSQJtm4GjOPDUdCgvHbsyS2bYFlkQCi2zUNs0kKcfYBepHUeKhuVF/VAoRpwHgTDkxYBB0jYiEr9OosMAoypaYxz5uzgVoIqW2ZU37mXGDEchJlO6RpQih8GkGK9kALQTuAqVQyKEAIjW05rFm3kV6nzbat25ianOahB7/B1sfup75sFZdfeyOXX3kF9eEa/qCPcSSPTGoljPALPlEUIaWgUCyQpBqVgm27FMsVY7sVhnR7IZ5nxqrEcYLt2MzMTJMmCc/t2Eaj3WNgZBDfKjDbaLBz53ba7ZCNm17H/n27aM7OYttm59xstilWqpSKZeLInJ4Hh4eZnpzi8ce2MDoyjLVnLzfctBlLnoo5saDguuBooiQiakd4XgGdxGgLXNen4Ht4BRehJOVyiWeefITZ6SM4AiZbbR7f+hTnrTuPerVOqWBqa77nYbs2ruOiyVJT/ZMAJlvR99i0pJh7MMRpCtooUEWqSJTG609s7ztaYE7fUZqg0tRMTk6T7AOtiNOUOElotlo8+uSTpIUqyxyPMDK/mxQh5XLVFNGDECkEjl/EElAol1hdFtTKCt0zk40XwsRUg89//X6uvGQ9P/qW72OwXjOpMK2Igl42J9D0jqaJsVvatusQd33rPhxHULUKVAqSoufgSE2p6FKqlCkUy3SCmFJ1gN2HnqYbTCO1OdlqUiwEURqTqJT6wBi18hCu42FZLiNDy+faifqfIykzK7zsdNyfrZZmNSKVbSbMgFyV7R/M1/u1Tq1VJhrJavfaiHmwMiGFZk4cAmZjcir+o2iFTiKUtNCkyKyhXuvEnASFsT4zGUIjMjJByEzcVlrPBTyRZcay8b+mtKL75lH9zZIJEgoJygVStDRBKDsVoLFN2hHbXN/+hmzuFaC1A8LUNU0wOHboEP0XYkRSYGXFHZPJ0xhZPtkYLCXMIUNLM51FKW2auFVy+k5oSqWT3enJvfN5z7nCQeDJU/82axfypr6STWltenqEALtAL47RSYJXX0Y3CHCi0EwOSEKmhYedtik55mHhFkqsWbeBJFEk6bOEEw206jF9dBdf+cx27vhClQsv3cwNt9zM+RdswC96FEoeKoUwjEgTI0yZmprB8wvEUUitVp6bp9bp9HAdlzCM8TMTYompDe185ln2HTjI8rUbCe3VbJ0sMhlUaQ3cQlDSHFSCzde06eybIugdJZ7dTqU2QdE3VklCQqfTZHZ2Bp3VYHft3s3w2BgPP/QMYdhd8B9Ea8yD3rXxXZdiqYzjujRnZ0mCHsWCB1IQtQMc1yMKe8xMHzUKWMulXCoxMzPL+AMPsOG89axcuRqv4OE6tvEElNJkKwQ4lmn8Fwi0lCZDkZ0eklRjW5IkTTPZvhERKDKPwDSFvk2mNo+QJE1J4tSkWuaUc5pur8PU+CTb9+/HG1zG2LIVgEKFCQJJsVjEThO0lMRpjOP5eK5DEkVIKYmsEuOOxXAck8QLk+77nsuv//TbGBsaQCHodto4nguqm80DM43HcWKMGHY9t587vvEdLAmlYgGpU4q+jV8oUSm5CJ1QsAUqidi//whjq9axdddDBM0j1Kp1HNell3TRKMI4IEoUlpBYSDynQJRqrrr0Fi654Nq5mrARh5hTlErMLLM4sxQT2cRvIYxdluqLDyBL/Yrs/jkW5IQw/ad9AYTINvPSEgRBD8/zSbL2giRe+CZMa027OUsQT+F4Pq7v4tgFLFcjpRHJCeEisbJ57tlUd23m5Zl9dZoFtCxnNVcrFWbiiMpqiXMBxdTDkKD7NS4ls/VktTDhoM0R4Xn13f7IMJ0FqP4Zz1wziSYVGAFP/7CHNCdLzAYg+yFmLdqcQNEWUiRobSEwJSylY1TSP4Efn/mqHEfm8/qck8ekGU0aQGpJaheN9ZMlcDOLKxWFIM0UXq9cYrKj8LVC6QiUT8GvsHLlesJIkahdRM0WrhTYaMK4wZYH7+KB++5hbOU6bnnjrVx13TXUh4colctYlk0cJ7Q7baMKRTA706BWHSCJkkzpFeG4Dr1ej0KxSK/bpTHT4MjRo8ihy3moex3jM8NEmeO7shT1UsyKSg/bk6xbV2XbxMW0a7cSJ9Po6DEG2Y4rUiOFlmZsjEITBBGddgeFJAwXvtsVwigqy8UihVKJ4aEhZhstBus1oqRCY3YGHSWEUYS2NTufeJRGs4mUNo6XTRZAEdoODz+1lSe2bmVkeJgVo6OMjY1RrpTNgyxVWFZmgK3nMoWYqoYJ/LZtkyhtpiVl1kkCc2pTqc7SYuZkl2apbYkmTRMajSaNVpPp2QYHJyYojqzgvM3XYTsejpQEvS6RFZu6klJo2zzsYgVFz8PxCnh+wTzg/BIPdUo4aYlAblnQda2WC4wMDhApUycpl8sIQeakkaX3U1Oz2r5zP3fedS9xFOD7BSqlEgpFueBQLnq4UlMsuNi2Tbk2gHVkiocffoDysI1yLaa6M9A1bRO+V0AlFpaWLK+PUimVGW9NMtk4yLe3fpXnjuxg+eBqBmpDjNZXUSpU8T3PjFrSCr9YQWlNFEVm4KXtmtMVOqt3mgezlML0tmWZF8syp2fHds0JQfd7DyWpSvCLBdNknwXDMI4XfM/OzszwN3/7NyRRD7foYNsVHM/MKbNcD8u1cewCvuNhO9LYYlkutu3i2AJhu9jSwbJsHNvCkg6WzJqWMQFYYpkUtzCuKgiRzcjLmpqzjJsxtMk0Bf3UrTDfR8w1VoLQwqQRyeZMZp8ckdXTVFb+QcTm9JWl6vuaJ1M7MrZzGlPTS1FIEZp0ZBqi0pA4SubSxcdj4e3sOaeXTBGntACvivRK6LABskAShqRBFwufWIG0bKIwJo5SemkXx/NJkmxMRqHI8hVr6YURR5/bi5v2cGwL1wbfgWKc0prYzT/+7Xa++NlPc+11N3DDLd/H2vPPp1AuMlSvQ33AnNqUptVsmUZeywaRksQxlUqVdquFFhbddoOjchPb05sIEi/b8xnBgo3inVc2OK/WIooD0kRxY2Cxc6LEN54e4pBzK219Puc7D1PUswRRZNJqLliyxe6dOxhevhw9N3J5AZdVaaqVMjqFMAiYnpw08/JsSX1oiE63Q5T20BoO7t1Dt9mgWCwQhNFcWkogcAo+nlcgikLGW00OTEwitmyhVPAZHhyk5PkM1AcoF0zg8IuFuYZdiSC2UiyVpae1RqbmBKZRxGlCku084ygiiiK6nR4zjVnarTbTjVm6cYLlFamPrWD5hksYXb6SUrFIsVQmjEKU0PhJQqMZoeKAOLUouj4jQ8MUikXjtKFSlEqpDgzQmJ2lFUJvgcNTRWbGq5XxRlTCnMSiOMKyjO/kTKPN/Q8+znPP7cJ1PKqVIqViiThKaHbaBEFoJk1XCliuh+u6BL2QwcFBDo4fJWnN0u42jahDWjiWSyucwHFdRuvrcEsjCLdALFoI6VDxaji24OjsPg7O7Gb/4Z2sHb2QtSvOp1As47u+GZEkzfr6kyMajSZSguf62UBZRdoXo2SHiCgKM9stmyQ1Y2ps2yaI0rmWmP6pznqeyfRC6AUBE/v3E4YBbqmA4zexfY1l+UirhGWnYBWwhNm4SJ0FK60Q2sXK5hqS9Y1aCITuzzOUWTAywg+pTQAy6i6Qyso2Vn3LNYkQKgts5vtYlinzWEJnadas91VkBvXSop91tLLv1Tf8FkIbZa/ANEn31egqBmXm8ykdAYnZmCUSrSKSNEIlIWGaMNucOeG1ywPaWUNWsLVcYn8YFSY4joflerS7LXTQo+R4ZgdpCZIohCiip9rYjmtmpdkm3VUqlRgdW0FndgY5E+BagkiAssC3oerBQNGjE3W4684vcc89X+fSiy/iuhtfz0Wbr2B4dDmeX0RITalYIgxDmq0GaaqIo4TQChCWZObwBHH1EnaLFYTa3JhZvsMU1EkYKUV4vovrmcJ0wQ9xRIe7n7AIqTKj17CbQS50v0va3k7Y7TAz06AbdClXB5ganzilq6q0IgpChLTotrsc6vWoVWqUSyVUOkMSRkRBQByGtGdn6HTbrF65hgOHj+D6JQaXrWTF8hVYme3PxMQRmjMzeJ5nBqXGCUGvSy+K2LNzH3FoxEyuZSMlRlUrLRzbnnN3J7MeS5UmyVwuzDRygcrssLxyFdvz8QoVavUxatIMEy0XS6RK0240aTWbFFyPcqVEtVhGAp1eB1JBt9fJRFUSv1Sk4HtMT0+RJAnjR4/S6/Uyh/oF9k5qMoWhMWtWWauNbVsEQcjWZ3ax5amdtDstbMtMZR+olSmWqyRxTKHokCSRGZdT9o2pMxadTo+LLr6Mtgi4/+m7SdOYZbUBM/PNihisjLFyZJ3p1UwEO8afphlMsXbZeXh2iZX11SglWTG2hlplEDRUqjU8r4DSKWkm+xaYqfdaawaqlTl3fZNN7PdmZVL3TIavtTa9tIg5f1Gv0J8PqOf+6Q8WXihxL2Dn48+QRDHSsnA8F9uWpk0KI02QtpO10Zg5eMKxs5S3EetJ2zJDh4WL7aTGaUm7WLaFZaem/xEXW5rqmpQSJWykVAgspNCAAyILhFaWktUeUoZonEzrIbBEapKeQoDQyCxwaRPCTMpR95WRVqadMOO7kClk/XVSKSQJCSmi3zurzUSFWIUkcUicKqL4xArSPKCdBZjskgJho9w6caoI27P45RoqDgg7LZJeTKGYOTuolDgKiMOYSCSoNEGLMJv7ZhoxS6Ua1eFRGo0pJCm2pYzFlxBooXGVoOw5DJU8Wr2Ip7c8xZYtT7F69Uouv3wzmy6/hnUXXkK1XsP3CxSy0SPdbpder0c4G+JVy3xmywjdpD/GBuZ2a0CaSsLIjIyJI41tgU4Vs7MtojABz+yQp8MyD89eRHX8AXQ4g2XbLBsdQ0oH0a8vLRCllEnHpUZJVXA9FIpGc5YgKhAnCamQRCrFr48w22ywe/9+lq9ez/DYapKgR7s5g225pJlrQq1ex7Ed8wB3bFzHwfUKhEmCikPiOGVwZBlpFLLt0fvp9tqkQmAJm1qtii1txqemQCkGSkUKXoFGt0UchmghqNYGWblmA365gmU7xg0j0aRxSH/eV61eJw4jtErpdnpZSjqmUqqQxBGO4+EXChSKhWNmAdICywyUtSzbGC8v1H80yyiAyRa1ek0Ojx/i2W27OXJgljCIkUJSrZjTqu+6DA4OYFsSu+Ij5BAaRblcwnNlNixTYnd7dLtduskMfsFmWXkZJdczEyakRalQYLJxBMsSeLZPHHXxHJ+B8hDdXpu9R3cx2Zzmoe3f4drLvo/NG6/HdjzibPSLbfVnITIn3DHN7cz1jtm2RZqmOI45xdlu1l+WiUf69xWQ1dWMC7/jmFNws9miWCwt+J5NkoSwG6CFwLctLAFRkGBlAok0iTOLLged6fWF1s8ziTOCNSks3KKPsCyiTifTgJj1H2tR6is7+jIRMVfTF0Jkpymjiuw75ZhAZk51Jnhn10XYc0FOYhx0wOofFDFv6N8+ek6NnmaNb0Izp0bXOs1Um6ExnVfGu1MpRdgJTnjt8oB2VpD1ngkPvGo2kdc4d5AFqDA19RHblkRBN/vvgMhJSeIIqSF1HaNmUimWENRqdRqOg4xiUxNIYyTa2JA5glTY+BrKfpGRWoF2ELF730F2PXeAe799L+vPW8fGjZex6YprWbdxI4WCT7lcxS+U6TYnaFsbONK0zFj6Y7VdsxMTZqJyL0mxbAvHNqbTCEGrl8z1Pxlluib2VpHWb6IW3I8lBRsuqjIyaLF/f48nHzsVz0FBs9vFdVyKxRJBL0AFISpNaDebOI5LGicUvAKjy8Yolyu4lsOyZWM0u22arSYigTWjQ/TCHn6hQBhEBEHH+PpZptE86HQZXbWaoBeYRuH6IEf3PofWCZ7rZjMAFYXKMJXBURJrL+3mFAmaZqdNpVxCl6p0Wy06rQa7tz/ByOhaxlavY82q1ViOy+zUNHEY0e22iXohhWKBam2A8SOHacw2KBSKLBtbTqfVZnZ2kna7RaVYwil4FMpVLAFhEEKa0Oz2TO/ngu9YTRD32HtgJ7sPP8v+fZN0JiRCu1QrNcbG6gSdWWolh0LRY6BWw3JtgjA0KuZMLSgEDA8O0ep2CYMulmXT6baZbB0kImAqnCJURWp+lZl2i4nmFI7lEqgeiqz/FUGzPYHQ0ElCEm1qsnpLgE5S1q+5jMGBEXy/hO1k1R2lCdMItPFq7NfMRNaj2u8JtCzH2F4pEErNnb76tljPn3tmgqBDmioajdlTuGfN9tC1bWzbWKP1P1No0zDu+i6e52XBxyhAjS+oSY+2mj38os+t7/hRhpet4uMf+hO0UpSKJfoTChAWfSWS0FmmAI3nGceafnuSSrLJGLZt2pOSNJs1mbVJyWwKSn/lyjhEJUmK47kYUwwNMhPy62z7q1VWYdbZZiLLUpFmNbWsZ1QZ1bXue0+mJ07nilPJ9eacHoQQE8CSVI+eJtYuVJCUX9tXZEHXNr+uJ0V+bc8MJ7yueUDLycnJyVkSLFw+lpOTk5OTcxaRB7ScnJycnCVBHtBycnJycpYEeUDLycnJyVkS5AEtJycnJ2dJkAe0nJycnJwlQR7QcnJycnKWBHlAy8nJyclZEuQBLScnJydnSZAHtJycnJycJUEe0HJycnJylgR5QMvJycnJWRLkAS0nJycnZ0mQB7ScnJycnCVBHtBycnJycpYEeUDLycnJyVkS5AEtJycnJ2dJkAe0nJycnJwlQR7QcnJycnKWBHlAy8nJyclZEuQBLScnJydnSZAHtJycnJycJUEe0HJycnJylgR5QMvJycnJWRLkAS0nJycnZ0mQB7ScnJycnCVBHtBycnJycpYEeUDLycnJyVkS5AEtJycnJ2dJkAe0nJycnJwlQR7QcnJycnKWBHlAy8nJyclZEuQBLScnJydnSWAv9gJyQAihF3sNZztaa7GQ952Oa7tydIjy5Aw6Vaf6rU4bsuDRrFU4dGTylL/XQq5tfs+eFJNa65H5vim/tq/Mie7ZPKDl5LwMUkr+4BffwwX/39+gO73FXs4chR95M7+x58BpCWg5Z4y9i72A1xp5QMvJeRmkFPhJig7jxV7KC9CHx1k2XF/sZeScQRzH5vrrX0eh6M/rfVppJiamSJJ03j8zjhNmZxvo550RwzDC89xXfK/nudRqZWBByZSXUC4XqdYqoOHJJ5/hyEls3vKAlpNzDpIeHmf9Rdcv9jJyziDLly/j1vf+Et98qj2v93mOZGPFekFQOlmqBYuCo+i/2XMkr7+kzP3burR6ycu/WUgmO5o0PT0Z01TBeDNmdMDjravv4W8/+k+v+J48oOXknIOkkzOsrtcQggU9uHLOfqQUHJgMue/p2UVbQ61o8+ZrV/OJ7xxk/0SwKGs4b7TAGyonp1/MA1pOzjmIandZ5Xs4jkMUnV3p0DONEIJCwader7JmzXI2bFjDhg1reOqpnXz6019b7OXlLCJ5QMvJOReJE8q9YMkENCkFK1aMMjo6DIBSij17DtBu9xgYqDA2Nsz69avYsGElq1cPsGyZS6ViU63W0brA4cMBjzzyzCL/FjmLzbwCWi4nfWUWKi/PyZkXWlNMU8rlAp1Od7FXc0ps3LiOn/u5t7F+vabb3YHWKbZdwrbfSrerKJV6pOkEcdxAyqNUKh6WNUin47NjR4NO5xBSCh588InF/lVyFpn8hJaTc44i210s69z+CBeLPv/m37yTIPgsW7fuBY7tmYWwKBQGcd2rWLHiaoaGLsRxyszOTtJqTVEuC1avXkGvBzt3TmBZ1uL9IjlnBef2pyEn5wwiBFiWhWdbPP9Be9Zg25yV65oH73jHm/D9JzlyZM9LvqZ1ihCCanUV09M7OXToYWq1jYRhmf37uzz11D62bNnJzp17mZ1todTZ0/ieszjkAS0n50UMD9f53V9+L8VUYdsWq3shwQJ6es4oQuAvH+GX3vt2mr2Av//M1xgfn1rsVc0Lx7G55ZYLOHjwr074mk5nnEcf/WsqlRWMjLyPP/3Tu9myZTvNZhudyztzXkQe0JY4Uko8z6VUKjA8XKdSKb/g69PTsy8QFURRRLd7TJ6rtSYMI5TSaK1fE7vgyy7dyPc9u5vgy3cDEJxFlldzaE343z7KGx0H94pN9G57Ex/+608t9qrmxfLlI9TrHY4cefkaYKWygqGh9/D7v/+P7N178FVaXc65SB7QljC+7/Hv/sOv4QysoqtcprqS8WYy17dkW4IrypLnp60GCgKhjgU4xxLYqkuaptjE9Not2rPTtJpNpianmZ6aod3uMj09S6vVodmcXxPo2cjlF55H+u2H0b1wsZfysqjpBgDBPQ/ww//Pr/EPAxVmZ1uLvKqT54orLqLT2fayrxkc3Eilchv/+T/nwSznlckD2hLG8xyC4mr+5AszLPSQITCSagG4jsCxB6gWhxkoOVRWW4xe6rChIKn6sH4g5E9//wOMj0+fzl/jVcWyJBePjZAcPLLYSzlpdBgx/L3HeNMbruezt9+52Ms5aVauHKbReOCEXx8d3UyavoHf+Z2/OafvqVNBnAWa6SjRxMlZmKU4DnlAW+JozYKDGZizW6rMCS4JNYSKRic5rmvAz71phEKhsPAfdhZQrVZYrxSq1VnspcyL8N6H+fHf+UW++vVvvyBlfLZzojrYqlU3MDV1NR/84MeYmWm8yqs6O+h2e9SLi70K6AQJneAsqyGfgHweWk7O81i7ZgXlg0dBnQbBgRCISglZr2ItG8I5fw3OhrU4569BDtWR9SrC907LNlzNNlm/ZRu3vv66U1/3q8TUVItCYei4X7PtEl/4wn2v2WAGxhRYpa/gn5jzAvITWk7O87jiso2wdcfCv4ElsUaHkZsvZ3L0EtING5md0fQ6mla33yel0d0eQ8tdSqJLoXGUwuR+So1DyIP7SQ+Po4P51+/Cr3yLn/6dX+Seex+kcxaNujkR+/cfpVJZzdGjj7/ka0rFuYoxZ97kAS0nJ0MIwevWrST+6r0Ler+9ZgWFn38fu+yLuPOzDXZ/o41KJl7ePFiAFDUcv87wymu4+NoCm9YHrFAHEI89SnDvQycd3NRsk7XbdnPF5k3c991HF/Q7vJps3bqDbveNlMvLabcPL/ZycpYAZ21AsywL27YIw2ixl5LzGqFYLLDesVGN5vze6NiU3vkW9l36Q9zxhZBdjx0kTU7ydKFNdjPsKg7u6HFwR49v2oLhVSu59IZNbP6FN1D9+qcR27e/1FbfktjLl5EcOCZgie99iB9611v57v2PnfUnnGazzZ/92Wf5wz98D7t2/RVx/MK6pW3nzh858+OsrKE5js1v/cr7+B9/8BsM50MMc14l1qxZztCRSZhPE7UQlP/FO3h287v5P38yxfaHGicfzE6ASjTje3rc9Y9H+fP/7fAJ9T563/92cJ0XvlBKvGsuf8G/SvYe4lrfp16vndIaXi127NjDX//199iw4Z0IcSyAdbvjbN68YRFXlnPWMI8S81kV0IQQWJbFT/zYD7B5usFgp3tSk1Jzck4Hmzaeh3xm17zeY5+3iqPX3cY//PEegs7pV4IlkWbXDs3/3X8T6TvfDc4Lg5p32cYXBro0pbznACtXLjvtazlT3HXXA9xzT8DatbfO/bvZ2ee49tqVVCqlRVxZTqo0Yby4kv162SHonpwB97xTjv05RENDdYIgZHa2Sbfbm3cRenCwxvXXbWawVkFKyejQACOVEiXLYiRJ2PWX/8jwr/80ExMv7D8pl4ssX76MTqfLxMQ0cZyrgHJOD5edv5rk0189+Tc4Nu5tb+FLH5uk1zqzsua9z/b40vKreff7IoKPf3ou/WivXYm9bOgFaUex/zCrV46xZcv2M7qm04VSir/5m9tZufJnGR2d5OjRx0mSAK2f5Ad+4CY++9mvL/YSX7OEsWnTWUw8WzA7e3Jq13kFtGXLhvjYx/6U0dFhfN8ljhM6nR6PPrqV3/qtPyI5yVRNoeDzgd/6GcoPPknrqR1orYlabaJmm9lE0SkXWf2Dt/DY1AxxnLBhw1p+8E030O70eP0lF+A/tx85OMB0uch9W3eQxAmtdpe7v/Ugvd6504OTc/YgpWRNqUg6dfIy8eIP38pT1ZvY9vDeM7iyYzxxb4Orf//NnHfJ40RPmWAlq2Wc89e8IKCpwxOsvOayV2VNp4swjPizP/skH/zgL1CrzdBo7OXAgfv4sR/7Fe6550GmpmYXe4k55wDzCmi9XsBf/MXfAzA93Zhr4AyCgHQe3buOYzNQ8InihGU3X8WRex5g9ZtuZPqZXVTfdisHgpB/fPRp7vrCndRqFX73X72X9LNfJ2p1OPqluwlnmyBgYON53HbjlUxu30PtgnWseu/b+Ku/+cx8fqWcHMCku+0kQccnMSxTgH/jley99l185oMHUOmrI75Qqeabtzf5lff+GNF//FMAgjhGblgL33rw2OuCEGs+hYezhEajxYc+9Hn+4A/eQKPxd8Rxlyh6mFtuuZrPf/4bi728nHOAeQW0VqvDV77yrXn/ECEEo6ND2PaxH/dXX/wmmy5aD0rxI7/zSzx58Aj7HJsvfOQfOHRoHK01nufyu7/6k8Sf+ipHH3zyhSovDbPb95AGId0jkwBYr7v4FddhWcasVwhBsejjui5pmnL06NSSM95NEkXR0UhxevqET4QlBZvPq7BpTPClBfRPnUvIapni+36Eg5u+n3/4k8N0m69uOmbPlhaP3zzKxqEBVKPF7GwTr3Ruu7M8n/37DxOGA0hpo1TCxMRTXHvtu7j99m+e9arNnMXnVZHtX3LJBv7kX7+f1tbt6BelJYVjE+w7xKo0pTo2wsp/cRtJktKKY4I0Zc2BI2x/4PiTaNe8+SY2/4dforNrH/bwIHd9/HZ+4M03MVCrUH9RMXl4oMpA0adsWVRdB+IE37ERSYI3Osx//uhneOjhLWfsGiwGYRiRhF2kEKgz9DBYP1bgX76+ztSOh/gfH/gSR49OnpGfs+hYEvvaq9hz+dt54Oka2/5uP1Hv1d8AqRS++62Eiy7aiHrwUVNDrlVe9XWcKXq9kIMHQ1y3QhDM0OtNc8EFNrVahdnZebZTLAHOvXP24vKqBLQDB45y77O7uHBwAPW8USUIKEpJd7aJ1e5SPDJBxffQSYKwLKRtsfeObx/3e0rbpn3gCFv//O+xXRfpu/z4QMXYCWlNMDWL1sceOEXfQwwN0FGKVqpoBiE6iplotgkOTfDcngNn+jK86mitsIlwHYskPDOihQ0rijx252e5/fNfP6d30LZtUXSc48/LdB3cW2/irsEf566PTqGSmVd9fc9n6miMumYTfOcBho5OYo0MsrgrOn1orTl6dJbVq/3s/yuU2sMll1zAffc9ssire3WJ45SSo7DkqfmxvpZ4VQLa7GyT//o//w7nRZJjMCNOHMdm1aoxalUzq6tSKTFQLfPWm67Cuvv4btxevcrym6/CKRdJOj3kZRey69A44602R6ZmSV8k92/tO8z3PvM1Wq0OSZJkNT/98i4O5zhpqui121jyzPUk9cIU3eqc08EMTF23FISQvDSFWHzLLWy55D3c/V8PoU6xx+x00G0ktMc2UHRs4u8+hnvbmxZ7SaeVkZEKSXJMNT01tZUbbrjpNRfQoigmDnuYWReLd98pfe7MRX/VnEK05gWDJPv0/93xVEyj9Rpj8viH7uLyEQ5vPI9V9Rrtz91BunYl//G/fTR3FnkROgkp+Rat3rnhlr2YnDAopynVZQUsW5DGi//RjiNF0xmmXC0TPvEs3tXnlqLx5SiViqxaVWH//mN9R63WQdasKSOlXHJ17nOBqWZEEJ0b1/2saqx+MWGa4h/H8cCtlRl6z9v40Ic/yZEjE6z6/huxhDjnTwlngsbsLK59Vv+Zz3q6X7uXdY99jnf+2kosZ/GrGkKAW/YQto2abdL+3B2LvaTTxvXXb8ZxdpOmxzamSqVAviFbDKQUpMoIy070z9kws63PWevlCHD3dx7hlnf9EMFf/iPdIxMIKSmvXs7qn3knH/n6d9i9ez///WOf49JLLmB6eva4J8DXOkG3Q73ssO8488tOG2fRDb1QpJTIE30yU0Xnk7dzxXvhwA+/ge98cRq9iBtW25FUnR6q3QWtSXbvX7zFnEYKBY/3vOcm9u//6GIv5SxBU/YEb7picG4mYR/bEiyr2hwvGSiE5I7HZjgy80LF8Yohj596/QhReHLPAtsSFGTIWLHBb7+leMK0o+X4tKNjnx0hBPsbkk99++jcv7twVYl3XFMlXsAzerhq8+UtJzeJ/awOaE8/vZM//eI3+e1f/Ul2/OH/wikX2fSB3+D3/vvf8vjjzwDGC27Hjj2Lu9CzmMZsE2/szJ3QuqFi5fDxZ1qdS1QqJUpByAnjVKro/ePtvOXtIQP/4vv52qdbxMHiRLVy3aYwc5C4e/aPiJkPN998FcXiDg4eXCoSl1MjSVI+/pd/xejo8Eu+FgIPT84cdxN/9dWXceX5P8hXHn5hQHNtSWvX/fzDx0+2V1fT64Wv2GPs++4LWrJqtTLv+Y3/8ILXLK+7PHvXZ7j33gdf/PZXXoXWNJvtk3rtWR3QrrhiE5dcvAFdr2J5LmGjRefAEfbvz0dNnCytZouRjS8V45wumt0Exz33/TaFEPBKPXSpIr79y1x/1T4G/uVP8U9/13uJdF8IOP91VfZubROHpz/gSQlv+dmVOI9/gniJpdhvuOFiDh3655f8eyEESyINsAC2bXuObduem9d7fN/l6ot/+Lhf6/WC0z40NX6RGUG328NOu1hZurJPu9054wNbF7x1dxybCy5YS6l0ZmaECwE//d7b+M0fuY1N687n4p/7CTb9zI/zbLtLo3Fyx88cmJlpctEqn3r5rN67nFPEj2zhgqPfpjL40o2C7Ure+2+Wc8ttNQaXey9bXxASRlb7eMWT/xjWRj2u2hwT3PcwWCd4n9b455ipt2VZLFvmE4YvfeAVi8PMzKhcEHKSzMw0qR/nsdw3qzjTKKVI5zOx4jSy4KfcT/z4W/n1d/8oj+/dw2/+zp8SnGaHCK0h1Yqk0UH4Ne4MI7Y8u5untm4/ac/IHHjmmZ2su/uf+O0feTd/9sWjzLTjJd2q8KogBBPFtbRnXirx94oW8mtf4Q27n+SNP3krj0eb+NrfT9KafuEutlx3+LFfGuGiziMcni3wzw8vZ9/2HuoVbu31l1dw9+wgKPoIzyU9MgnpC9+kGm2Wlc/MRvNMUSz61GqaqamXqpRHRjbzla8sLdOD041t26xdu4Ibb7qaCy/fzHOBwLEFzvM2PUmqqdQGz/hatAbH0i/on+uGip969zu49qZr0QrGDx/m0UeeZN++Q8zONlGnycpoQQFtbGyEn3vHWwmfOsBlm1azcuUou3btOy0L6iOEwJM2wZEGkW/xpS/fzd69h07rz3gtEEUxX/ziNwijiN94wy3o8gq2HtY8uqvNgclg0UdDnC1IKbPU1kmgNQh53JTiyGoP9+Bz0GpgXX81Oz8yQ23EpTUTv6B+Xx91WR8+Q/u7T1KxLd7/pitp/PqNfO/LUzxyx+Rx2wMsW/C6Gwu0P3E7yb6XSbsr9dJhoGc5a9Ysx3GaLzBDABDCwnE28thjf7dIKzu7GRio8ra3v4mLr7yaGTHCd7d3+eLdbbrhUf7dbSuQzT2k2YZHCsFTjzx5xteUJAlRY5yfedNFlFyNUAklX5KmIesv3MThjkfqX8xla97Ajw7D/ie+zSc+/hmC4NRbrhYU0JRSoDQ6UViTXV5/yzWnPaABCCnMP6/R/PnpQmvN1776Lb5+x73U6wNceukF3HbtlYx930XctdPijkenFvy9o0RRW3ZuDJN8OYaGBnAarZMWh9e7B6mNjDJz5HkfQgGXXZSg7t1GenQS+d8/xOu/7yd4sl5EWoIju7tEmZDk4I4Of3Z4CPgh0ODuBq+894Q7VSHhDe8Z4+LeIzS37ji1X/Ysw7Yt3v/+H+TIkS+/5Gvl8ig7dpz+us9S4e23vZnG8jfywTtnaHaPbfivv6hG57kH+PMPfXRR2pk+8ucfZWhogF4voNsN0FrT6fTwfY9161bw07/6q/zxl9q0egnvf+Pr+eG3zfDZz8xjdNMJWFBAm55uMN5sslwKoukWV116EX97JvrAsm8XSj3veWs5L0UpzdTUDN/61oN861sPct55q3jrL/7eKX3PVi/Fds99c1wpBXoeaXPnge9ww/Wv4xt3SKJA4biSK26pcnX7a6RHJgAIv/Mw9Ue28Kb1a3jrW97I7PD57JupsHunYt8zXSYPBoRdhUo1HYCJl97jQkB9zOOWd4/x+ovGaf32x80JbAlxzTWXc955TZ555qVjeEZGNvPVrz6Z95ieAKUV442IZvdY+tu1BW+73OMvPvCFRbtujUbruFqHTqfL1q07uesLn+NHbnwf//fb46yqweef2Xlafu6CAlqapnz3ya385HU3ouOUR7/z+Bm5cFpr7IrPrtnpk5Zt5pw8ExMzrCnO8vM/sJxHd3XYcahDu5eelM2NJWHFkM9t1wzS3P7aq2+kB49wfeVjbLzhUjrD6xjZWKf85NeIvnLnC16neyHx1h3EW3fguA4bhwa45Pw16M2r6Ny4jHZxlBkGmGwXmBjXNKfjuU7V6pDDpVcXuHBFE/u7X6L1e99ELbHPgee5vP/9t7J378c5Xk+V46xiy5aHXv2FnSPc/c37+LXfuZaR6ggTzYgo1iwf9Nj35H0cyTZWZyN33XU/v3vzjfynd57Hlnu/zNNPn56sw4ICmtaaT/zDP/O266/F8SX//OW7T8tijoczUOLx7z2RN02fAdrtDn/4e/+FDRvWcPW1V/DON19KzxnjqYMpT+xpc3AyIEpe2tB55flV3nZFgXB8B3ff/ikeeujM5+XPNFprRMGf13vUszsYeHYHA0KAgOiVCttRTHp4gvTwBPAINjAgJfWCzwXLBrHXrUIsK2OvGAUp0c0m4SefINh3CD0fS7dzKEP/gz94M7XabsbHXzqlQUqHbrfwmnTZP1kOHRrng//pj7n2us0M2g61ehVvyuMzt5/d7jFRFPNnf/QhikWf6enGaSv5LljlGEURsUopOS6Fgnd6VvM8tNY8unUblYEy933vsdP+/XMMnU6XJ554lieeeBbLshgZqXPJpRv5sauuYOjmCzjcK/LceEyqNI4tuWadxdFnH+B//9FX5ubWLQV27drPth/7QS584/WozFc0OXgUNXkSTb76FNxblUJ3uiTPdUmeO4WJD7aFcByE5+K+64fYeTLrXmRWr17O+953BTt3fuS4X3ecIuPjIVGU+7O+HI1Gizu//p3FXsa86fUCer3T62Ak5vNAEkLMvVhKyR//wW+w+cIN/Myv/z8cOXL652AJIZBSzql0zgW01vPeHz//up5NFAo+q1aNMTxcB8wmY9++Qxw6NP6qr2Uh1xXmd22Hh+vccvNVOJbFVVdewuvveYDenfct5Me+6hTe9VaeufwiWkHIVx9+ijvuvO+kPzeLcc/atsUHPvBLlMvfYHp6+3FfU6+fz7ZtV/HhD3/qVH7UYvKI1vrq+b7pbH0enE2c6J5d8AlNKcUf/b9/RblcOiPBDMwD9FwKZkuNXi94TVmLTU7O8LnbvwGAbUluPotrEC8m8X3+y8c+x86dLxVWnI1cd91m1q9v8uyzJ66dVCqr2LFj6c0pzDlznJLJX6vV4fDhV3+3npNzpgmiBJHN5ztXOFfSv+VykZ/6qVvZu/ervFyu1vfH2LfvyKu3sJxznnyuSE7Ocdiz/xDigvMWexknhxAkK5addreeM4GUkp/7uR/Fth+g13u5/kcB1JmYWHiPZM5rjzyg5eQch2ef3c3+i87DWnbmrYJOFXv1ch733LNapt3n5puv5MYbHQ4c+O7Lvs62PVotj1ar8yqtLGcpkAe0nJwXMTY2wvXXbeaB8Smqf/RvkUMDi72kE2KvW0nzl9/DX37qK6845mOxWbFiGb/8y29g167PvsTi6sWUSqPs2DFDHL/ULzMn50TkFuw5Oc9j7doV/PWvvp/qPQ+gHniC3gNPICxrsZf1UlwHd9P57H/XD/G7/+dTPHcqkv9XgYGBCv/+37+HyckvEkWvPC2jVlvHnXfuOfMLy1lSzDegTQLnhoxqcVi72AvIOTWuv3YzlTvvo3c29vW4Ds761dg3XcXRDWu578gEf/+/PrEobRTzoVar8Pu//9N43t2Mjx9fov9iXLfK1NTp94fNWdrMK6BprUfO1EJychabW99wHf/qkgsI/9tH5/dG2zYjXE63ytCSWIMDOBvXoa+6lPGxEb43PsU37nuEp//vl84Jf9Pzz1/Db/7mO7GsbzI+fvIWab3eOKOjZ3/9MufsIk855uRgmvjffuOVWB/+JGkmRLBWjiLLJXSni05SVDsTKCQpOpvS65y3mu7P/wS6F1CamsU+PIHad4j06BRqtolOUnQvOLlgJwRyaADngnWIyy9kZvVyng0jHt6xl4fv+Db79h0+7c4KZwrPc3nHO97IO9+5iYMHP8fU1PwSO2HYYNWqc0RlmnPWkAe0nBygXq9xWdEnzWyvhOfi/uyP88VeQLfVoVYuMmCbj8tgsYCXBbQp2+ZP/tcnaTRaDA7WWLlylDXnrWbtDa9jRbXM9eevIfi3H0RNz77iGkSpQP23f4FH6jU+9BefYOcnv0in0ztn+svAyPIvumg9P//zP8zIyC62bfswaTr/doLBwYvZsuX0OLDnvHbIA1pODhCGIZO2xdrLNqKmZoh/+X185JldfPKfvvwSpZ1lHRsGatxsjGKv2WyzZ89B+mZZ119/BVe3Oqjnz/ISAmwLjqPe0+0u03/w51z0vrfzjh+4if/50UO0290z8vuebmzb5tJLL+Dd734jGzZEHDhwO7t2LazcbtsFomg9jz566vOxcl5bzMvLMefMkHu3vTKvhpfj+eev4S1vvIHzVyzjK99+mG/cdf9CfiRg5qt96D/+a173158ifZ5oo/jjbyF98014DzxB796H0FFMcmQCnj9NQgi86zaz7bY38a//6MNnvFZ2Orwcf+VX3sttt63jwIF7aDb3n9Kpcnh4E3ffXeZjH7t9wd/jLCH3cjxDnOiezQPaWYAQYoJcPfpyrF2oICm/tq/Igq5tfl1PivzanhlOeF3zgJaTk5OTsyTInUJycnJycpYEeUDLycnJyVkS5AEtJycnJ2dJkAe0nJycnJwlQR7QcnJycnKWBHlAy8nJyclZEuQBLScnJydnSZAHtJycnJycJUEe0HJycnJylgT/P75O5XioG+R2AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 540x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 5\n",
    "imgs = train_features[0:n] + train_labels[0:n]\n",
    "\n",
    "print(len(imgs))\n",
    "\n",
    "imgs = [img.permute(1,2,0) for img in imgs]\n",
    "d2l.show_images(imgs, 2, n);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "#@save\n",
    "VOC_COLORMAP = [[0, 0, 0], [128, 0, 0], [0, 128, 0], [128, 128, 0],\n",
    "                [0, 0, 128], [128, 0, 128], [0, 128, 128], [128, 128, 128],\n",
    "                [64, 0, 0], [192, 0, 0], [64, 128, 0], [192, 128, 0],\n",
    "                [64, 0, 128], [192, 0, 128], [64, 128, 128], [192, 128, 128],\n",
    "                [0, 64, 0], [128, 64, 0], [0, 192, 0], [128, 192, 0],\n",
    "                [0, 64, 128]]\n",
    "\n",
    "#@save\n",
    "VOC_CLASSES = ['background', 'aeroplane', 'bicycle', 'bird', 'boat',\n",
    "               'bottle', 'bus', 'car', 'cat', 'chair', 'cow',\n",
    "               'diningtable', 'dog', 'horse', 'motorbike', 'person',\n",
    "               'potted plant', 'sheep', 'sofa', 'train', 'tv/monitor']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "#@save\n",
    "def voc_colormap2label():\n",
    "    \"\"\"构建从RGB到VOC类别索引的映射\"\"\"\n",
    "    colormap2label = torch.zeros(256 ** 3, dtype=torch.long)\n",
    "    for i, colormap in enumerate(VOC_COLORMAP):\n",
    "        colormap2label[\n",
    "            (colormap[0] * 256 + colormap[1]) * 256 + colormap[2]  ] = i\n",
    "    return colormap2label\n",
    "\n",
    "#@save\n",
    "def voc_label_indices(colormap, colormap2label):\n",
    "    \"\"\"将VOC标签中的RGB值映射到它们的类别索引\"\"\"\n",
    "    colormap = colormap.permute(1, 2, 0).numpy().astype('int32')\n",
    "    idx = (   (colormap[:, :, 0] * 256 + colormap[:, :, 1]) * 256+ colormap[:, :, 2]     )\n",
    "    return colormap2label[idx]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[0, 0, 0, 0, 0, 0, 0, 0, 0, 1],\n",
      "        [0, 0, 0, 0, 0, 0, 0, 1, 1, 1],\n",
      "        [0, 0, 0, 0, 0, 0, 1, 1, 1, 1],\n",
      "        [0, 0, 0, 0, 0, 1, 1, 1, 1, 1],\n",
      "        [0, 0, 0, 0, 0, 1, 1, 1, 1, 1],\n",
      "        [0, 0, 0, 0, 1, 1, 1, 1, 1, 1],\n",
      "        [0, 0, 0, 0, 0, 1, 1, 1, 1, 1],\n",
      "        [0, 0, 0, 0, 0, 1, 1, 1, 1, 1],\n",
      "        [0, 0, 0, 0, 0, 0, 1, 1, 1, 1],\n",
      "        [0, 0, 0, 0, 0, 0, 0, 0, 1, 1]]) aeroplane\n"
     ]
    }
   ],
   "source": [
    "y = voc_label_indices(train_labels[0], voc_colormap2label())\n",
    "print (y[105:115, 130:140], VOC_CLASSES[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 540x216 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#@save\n",
    "def voc_rand_crop(feature, label, height, width):\n",
    "    \"\"\"随机裁剪特征和标签图像\"\"\"\n",
    "    rect = torchvision.transforms.RandomCrop.get_params(\n",
    "        feature, (height, width))\n",
    "    feature = torchvision.transforms.functional.crop(feature, *rect)\n",
    "    label = torchvision.transforms.functional.crop(label, *rect)\n",
    "    return feature, label\n",
    "\n",
    "imgs = []\n",
    "for _ in range(n):\n",
    "    imgs += voc_rand_crop(train_features[0], train_labels[0], 200, 300)\n",
    "\n",
    "imgs = [img.permute(1, 2, 0) for img in imgs]\n",
    "d2l.show_images(imgs[::2] + imgs[1::2], 2, n);\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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